{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/ariG23498/ImageRetrieval/blob/master/AutoEncoders_for_Image_Retrieval.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "R1OPzWtX7JeL"
   },
   "source": [
    "# Imports\n",
    "The packages used are:\n",
    "1. tensorflow\n",
    "2. `tf.keras`\n",
    "3. numpy\n",
    "4. matplotlip\n",
    "5. sklearn\n",
    "6. scipy\n",
    "7. random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "_3MN5A0d5EBW"
   },
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install wandb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "m__HJR0uhXN9"
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.metrics.cluster import normalized_mutual_info_score\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from scipy.special import comb\n",
    "\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 106
    },
    "colab_type": "code",
    "id": "-rhG2QZK_InP",
    "outputId": "3ce88077-c44c-4e2e-8198-b4b1422142c7"
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "        window._wandbApiKey = new Promise((resolve, reject) => {\n",
       "            function loadScript(url) {\n",
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       "                let newScript = document.createElement(\"script\");\n",
       "                newScript.onerror = reject;\n",
       "                newScript.onload = resolve;\n",
       "                document.body.appendChild(newScript);\n",
       "                newScript.src = url;\n",
       "            });\n",
       "            }\n",
       "            loadScript(\"https://cdn.jsdelivr.net/npm/postmate/build/postmate.min.js\").then(() => {\n",
       "            const iframe = document.createElement('iframe')\n",
       "            iframe.style.cssText = \"width:0;height:0;border:none\"\n",
       "            document.body.appendChild(iframe)\n",
       "            const handshake = new Postmate({\n",
       "                container: iframe,\n",
       "                url: 'https://app.wandb.ai/authorize'\n",
       "            });\n",
       "            const timeout = setTimeout(() => reject(\"Couldn't auto authenticate\"), 5000)\n",
       "            handshake.then(function(child) {\n",
       "                child.on('authorize', data => {\n",
       "                    clearTimeout(timeout)\n",
       "                    resolve(data)\n",
       "                });\n",
       "            });\n",
       "            })\n",
       "        });\n",
       "    "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: \u001b[32m\u001b[41mERROR\u001b[0m Not authenticated.  Copy a key from https://app.wandb.ai/authorize\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "API Key: ··········\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mwandb\u001b[0m: Appending key for api.wandb.ai to your netrc file: /root/.netrc\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import wandb\n",
    "from wandb.keras import WandbCallback\n",
    "\n",
    "wandb.login()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "L946SWLBCMsp"
   },
   "source": [
    "# Data\n",
    "We are using the CIFAR10 dataset here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 53
    },
    "colab_type": "code",
    "id": "1Ko0G4yHpX0F",
    "outputId": "a6b2e585-d085-40b7-a18d-eb5e56eb459e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
      "170500096/170498071 [==============================] - 11s 0us/step\n"
     ]
    }
   ],
   "source": [
    "(X_train, y_train), (X_test, y_test) = tf.keras.datasets.cifar10.load_data()\n",
    "X = np.concatenate([X_train, X_test])\n",
    "y = np.concatenate([y_train, y_test])\n",
    "X = X/255.\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y,\n",
    "                                                    stratify=y, \n",
    "                                                    test_size=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 89
    },
    "colab_type": "code",
    "id": "1RiD_D4Gt0zl",
    "outputId": "1ecbeb0d-58a8-42b2-e8a0-7bb954570298"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO X_train shape: (57000, 32, 32, 3)\n",
      "INFO y_train shape: (57000, 1)\n",
      "INFO X_test shape: (3000, 32, 32, 3)\n",
      "INFO y_test shape: (3000, 1)\n"
     ]
    }
   ],
   "source": [
    "print('INFO X_train shape: {}'.format(X_train.shape))\n",
    "print('INFO y_train shape: {}'.format(y_train.shape))\n",
    "\n",
    "print('INFO X_test shape: {}'.format(X_test.shape))\n",
    "print('INFO y_test shape: {}'.format(y_test.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "vP8P8KWy6xQT"
   },
   "source": [
    "## Autoencoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "ygnX9WWzqIID"
   },
   "outputs": [],
   "source": [
    "def make_autoencoder(inputs):\n",
    "  # 32,32,3\n",
    "  x = tf.keras.layers.Conv2D(filters=32,kernel_size=(3,3),padding='same')(inputs)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 32,32,32\n",
    "  x = tf.keras.layers.MaxPool2D()(x)\n",
    "  # 16,16,32\n",
    "  x = tf.keras.layers.Conv2D(filters=64,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 16,16,64\n",
    "  x = tf.keras.layers.MaxPool2D()(x)\n",
    "  # 8,8,64\n",
    "  x = tf.keras.layers.Conv2D(filters=128,kernel_size=(3,3),padding='same',name='retrieval')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  \n",
    "  x = tf.keras.layers.UpSampling2D()(x)\n",
    "  # 16,16,128\n",
    "  x = tf.keras.layers.Conv2D(filters=128,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 16,16,128\n",
    "  x = tf.keras.layers.UpSampling2D()(x)\n",
    "  # 32,32,128\n",
    "  x = tf.keras.layers.Conv2D(filters=64,kernel_size=(3,3),padding='same')(x)\n",
    "  x = tf.keras.layers.BatchNormalization()(x)\n",
    "  x = tf.keras.layers.ReLU()(x)\n",
    "  # 32,32,64\n",
    "  x = tf.keras.layers.Conv2D(filters=3,kernel_size=(3,3),activation='sigmoid',padding='same', name='auto_output')(x)\n",
    "\n",
    "  return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "xRuw-qmgvd01"
   },
   "outputs": [],
   "source": [
    "tf.keras.backend.clear_session()\n",
    "\n",
    "inputs = tf.keras.Input(shape=(32,32,3))\n",
    "outputs = make_autoencoder(inputs)\n",
    "\n",
    "model = tf.keras.Model(\n",
    "\t\tinputs=inputs,\n",
    "\t\toutputs=outputs,\n",
    "\t\tname=\"autoencoder\"\n",
    "\t\t)\n",
    "model.compile(optimizer='adam',loss='mse')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "-IWa1f-KNawe",
    "outputId": "1ef23715-4b6f-441e-a204-4651d9799f8f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BaQEY8F9VXFyclpY2SLtaglMulycmJnZ0dCjvbGxsjI6O1r19vfS6iPl8fmVlZX9HLS44X+jLWo2ZtFu3bg0bNqy//IRQKJwyZYqTkxODwQgKChqkxeTkZAzDMAxzdHTkcrm5ubmD6o8SmzZt2rt3r1AoNFaDKmAY9vnnn+fn5+NK6ZPs7Oy0tDTdG9FLP6D4zJkziYmJI0eO1N0BsmPubwf9MO7Mefjw4Tt37nR2doaHhxcVFSn2b9y48cSJE+r6R48eubq6Hj9+vKOjQywWr169Wi6XD9Kij49Pc3OzWCz+/vvvXV1djxw5on6Wub7ytcyclgjMnENNe3v7nDlzaDQai8USi8Xh4eEMBiMsLKylpQWpZf+GDx/OYrEaGhpWrVrl5uamkkmTSCRhYWFUKlUgECCE1HOAx48fj4uLe/PNNxkMBpPJ3LFjR2tr62AsKlpmMplvvfXW5s2b8/Lyhnb8APJi8cG5b98+DocjlUoLCwvz8vKCg4MbGhoUl4gq2b/9+/fPnj17xIgRixYtUlxDKjJpubm5XC63vb39X//6F0JIPQdYU1OjnK9DCOXm5g7GokpfuFwuEeEAgCyxKkWFysrKqKgoKpU6ceLE3Nzc6OhoBoMRGRl56tQphUaR/Zs7d+5HH3306NGjgoKCDz/8EP05k1ZZWfn22287ODjY2WkeFg8Pj4qKCuU9IpFoMBZVqKqq0lgC0tLSYpZyp4qKiv/973/ffPPN0Js2BdXV1eZ2QT8sPjg5HM7JkyenTZuG47inp6dQKJw+fXpRUZHKFEeAYdjq1atTUlLmz59vY2MjEom+++67zMxMIhrd3d3Pnz/P4/GqqqrGjx+vfnpcXNyECRPCw8PnzZuHENq3b5+dnd1gLBLI5fLe3t6bN29u3rx527Zt6o24uLho3G9qvvjiCy6X+8Ybbwy9aVPw7rvvmtsFPTH3j179UF8QkkgkkZGRNBpt8uTJjx8/DgsLc3R0JH4BEnrl7B+O4319fTwer6urC1dLuz1+/DgwMNDJyWncuHFTpkzRmAO8dOnS1KlTiZtvXn311crKysFYXL16NY1Gs7Gxsbe3Hzdu3BdffKGx17AgZBQsbkHIwh5TEhcXd+jQoRet2DoqKqqgoGDo7X766acTJ060mocSmWsYDcbiF4QAjeC6VWzqKFOGKOPEcfyzzz7TsZJT38rMQZZ9Wk1hJwSndaJjxaa+hZ34H2WcGIatWrVKx0pOfSszB1n2aTWFnRCcFolUKlXOr6qUayKEiIpNDMO0VHUqZAkJCTpWdSqXcSKdKzn1rcwcfNmndRR2QnBaJCr5VZVyTfRHxWZxcbGWqk6F7MiRIzpeByqXcSI9Kzn1qszUrh9QbB2FnRCcFolIJAoJCSHyq9rTd8at6lQu40T6VHLqW5k5yLJP6yjshOC0SDgcjlAo7OrqIvKr6uWa6I+KTe1VnUjPwk7lMk6kcyWnvpWZgy/7tJLCTnPmcfQHSsYIWlpalPOrKuWaOI4TFZve3t5aqjoVsvDwcI1Vnep5TuUyTlznSk59KzMHU/ZJaDQWdlpcnhOC0wIw+L9qkFWd6sGpsYwTN0Fl5mD0eD+FnRYXnHBZa80YvapTYxknMnZl5iD1VlPYafH31gJauHDhgtHbdHFxUX/LoOIhgLqgl9gA/dy5c/XSkxaYOQGApEBwAgBJsbwb3+3t7W1sXqzvlLKyMi6XO6Ds+fPnMplMOQ85SJ48eeLk5ES8MNsKKCkpMcUjfE2HhQVnV1dXb2+vub0gKeXl5SdOnCBuAwI0orjx0CKwsAUhGo1mxJnByqDT6RQKxbL+/wAtvFjXhwBgQUBwAgBJgeAEAJICwQkAJAWCEwBICgQnAJAUCE4AICkQnABAUiA4AYCkQHACAEmB4AQAkgLBCQAkBYITAEgKBCcAkBQITgAgKRZWzwlopLOzs7e3t729vbu7WyqVIoRcXFxU3l8CWBwW9iQEQCNJSUnHjx+nUChyudzW1vb58+d1dXUQnJYOXNZaA0uXLrWxsamrq2toaKitrZ0/fz5EphUAwWkNBAUFKR7DxWKx3n//ffP6AxgFCE4rYc6cOcRs6eLiosuj+gDyA8FpJaxcuXL48OEYhi1YsMDcvgDGARaErIdx48a1tLRcvnx59OjR5vYFMAIwc1oPb731FoPBgMi0GgaYOdPS0srKyigUypA5BBhMd3d3fX294k3spuPRo0e+vr6mtqJOQ0MD8WbOoTdtCp48eXLz5k0tggFuQujq6srLy/Py8jKqV4CpkMlkDg4OprYSFRVVUFBgaivqrFu37p133nnllVeG3rQpiIqK0i6Ay1qrYggiExgyIDgBgKRAcALGpLa2Njo6Wt+zcBzPyckxzGJra6tAIMjJyaFSqW5ubtnZ2eoaoVDIYrHodHpcXJxMJvvpp59GjBjBYDDi4+NlMpl2MUJIL726+MSJE9evXzegaxCcgDHx8PA4efKkvmeVl5c3NzcbYA7H8WXLliUlJfH5/O7u7rKysq1bt6qvcYrF4qKiooaGhqampsuXL4vF4vPnzzc2Nkql0pKSEu1iYo/uenVxTEzMwYMHq6qq9O0dVKUAxmTNmjUXLlwYOXKkRCKpra3t6Oj45ZdfPDw8YmJibty4IRaLuVzu6dOno6Ojp06dmpiYOGXKlFOnTm3YsOHy5cudnZ1r166NiorSfZ4pKSlhs9nEi9XkcrlYLHZwcFC/rzg2NhYhJJFI5HK5t7d3WFgYsZ/BYAwfPly7GCGUkJCgu15j47GxsVlZWbt27dKxXwQwcwLGJDMzEyGUmpo6ZsyYu3fvhoSE3L59GyHE5/Nnz54tkUh4PF5+fj7xElEul7tkyRKE0Nq1azMyMrKzs93d3fW6AiwtLfX39ye2jx49GhERsXPnTo3KAwcOsFiswMBARaqpurra2dk5MDBQF7G+ehWxv79/aWmp7v0igOAETIWdnR2Hw5HL5cRHBoNBpVLDw8ON+HppiUSieF8rk8ksLCyMj4/XqFy0aFFrayudTs/KykIINTY27t69e9++fbqI9dWri2k0mkQi0bd3EJzAENHX1yeTyc6ePTtq1CgMw0QiUU9PT2dnJ3FUKpX29fXp2yaTyezu7ia2IyIiNE5rCKGsrKzGxkYHBwdbW1uJRCISifLy8jIzMzXez6AiRgjppdco7u7uZjKZ+vYO4VpZsWLF48ePtWuAF4358+f3dyghIcHGxgYhxGAwLl686OrqGhoaiuN4cXExhUKxt7ePiIhoa2urqalhs9menp4BAQEzZ858+PAhk8lcuHBhbW1tUFBQf42np6ffvXtXeY9QKOTz+cS2QCAQCATEdkFBQWRkpEK2f/9+4taikJCQurq6lJQUxf//9u3btYtxHNdLryImNJcuXVq1apXuw0gAwQnozYD/VeoUFxenpaUN0q56cMrl8sTExI6ODhVlY2NjdHS0js3qJTZAj+M4n8+vrKxU2TngMOp9Wevt7b1582Yt87BKwur1119PSkrS14phJCQkBAcHIx2ybQo/DcvLJScnYxiGYRiVSp04ceKvv/7aX/sK1MeBaCQ5ORkhVF5e7ubmNsh71vXtvmF9N4xNmzbt3btXKBQat1kMwz7//PP8/Hz8z+mT7OzstLQ0HRvRS2yA/syZM4mJiSNHjtT9lP9De+yqz5zHjh3LzMzsT19WVpaRkaG85+rVq0lJSdqtGIve3l4tF0XKqPupLz4+Ps3NzU+fPk1NTf3HP/4xYPsaxyEgIADDsJ9//hnH8W+++ebevXuDcWnIum/AzGkU1GdOi8b4MydC6JNPPqFQKK+//np9fT1CqLa21sXFxdHRcefOncuXL9+yZcvixYvnzJlDo9FYLNbz58/v3bvn7+/v7u7++PFj9dbi4+NnzJjh5+fn4eFRW1srlUrDw8MZDEZYWFhLS8uCBQtCQ0ODgoJcXV2dnJwcHR3pdLq3t7eDg0NoaKiKdUWba9asIeaQtLQ0Yop75ZVX1P1MSUkhlCpGVVxCCNXX10+aNEnjaPT09Lz22muGjUNUVNTs2bOXLl2quO9kKLuPYRghG7D7gFkwJDiTkpLa29t5PF5ubi5CyMPDo7W19ebNm+fOnSMSVv7+/hwORyqVFhYW2tjY+Pn53b17d9asWbdu3VJvTSUnlpubGxwc3NDQwOVyc3Nz161b5+7ufvz48fXr18+fP7+lpSUuLm7Lli1isfjx48cymUzZuqJNItuGENqxYweO40uWLPnPf/6j7md2djahVDGqnqbTmH8jbtoqKioi6iQMGAcMw77++uuOjo5t27YRe4ay+729vRqNqncfMAuG3CHEYDAoFEpERMSZM2cQQufPn1+8eHFdXR3xXY4QqqysjIqKIn6PXbt2DSFka2vr4+OjSHlp8OOPnJhIJIqOjmYwGJGRkadOnUIIOTs7czic6dOn37t3j0ql+vr6Ojk5OTs7s1gsuVyubl2FvXv3stns2NhYLUp1o0gtTadOc3PzsGHDysrK5syZU15efuPGDQPGgclkHj58eObMmSkpKcHBwRbR/YaGhgHLnUzBo0ePrl275uTkNPSmTUF1dbV2gSHB2dfX19PTc+rUKT8/P4TQ4cOHt2/f/vLLL69ZswYhJJVKvby8Tp48OW3aNBzHFV/POsLhcIRC4fTp04uKinSpG1axrsKVK1eKioqOHz9+7ty5HTt2qPipSKzpa5SAeEisra1tV1dXb2+vweMwZcqUjz76aMOGDe+8845FdH/EiBFQzzl4Bv6C0/6TVH1BSCgUstlsBweHyMjItrY2HMcPHjxIo9GmTZtGoVC+/fZbJpM5b968yMhIGo02efLksLAwBoPx888/v/TSS1OmTFE3ERsbq5wTa2lpCQsLc3R0JH7/REVF0Wi0oqKiBQsWODo6Hjt2zNXV1dfX99ChQ7a2thkZGcrWfX19bWxsdu7cSWTbBALBzJkzFT397LPPVPxcuHAhoVy3bp2yURWXcBxXyb+tXLmSaNPGxsbT0zMnJ8eAcVi5ciWFQsnLy8NxXC6Xz5s37969e0PZfcJ/gUCgYlS9+/quZJiIF21BCPKcgN5AcBoFk6zWDgaxWIz9GbFYPMQ+AEMPrlvFpo4yZaCe02i4ubmpfD24ubkNsQ/A0KNjxaa+hZ24Vddzwo3vgBFQyZROnTo1PT29rKzMycmJuCtIkVn18fGh0+k8Hk8sFvcnS0hI6C+rrILu9ZwTJkyQyWREyWVCQgKXy6XT6f3VZyqLEUJ66TWKiXpOPQcVghMwBiqZUpVyTfRHxWZxcbGWqk6F7MiRIzpeB0I9JwAMgEgkCgkJITKl2tN3xq3qhHpOABgAIlPa1dVFZErVyzXRH5lV7VWdSM/CTqjnhFQK8CfUcwAqmVKVck0cx4mKTW9vby1VnQpZeHi4xjv4oZ7zT0BwAuoYnOccZFUn1HMCgKkwelWndddzwqMxgaHjwoULRm/TxcWFz+er7FTU5eiCXmID9HPnztVLrwBmTgAgKRCcAEBSBrisffXVV4mH3ADkp7u7u7W1dcSIEaY2RJTLmNqKOu3t7bdv37azs5LfYsOGDdMugNfOWw937tw5duzYxx9/bG5HAOMAl7UAQFIgOAGApEBwAgBJgeAEAJICwQkAJAWCEwBICgQnAJAUCE4AICkQnABAUiA4AYCkQHACAEmB4AQAkgLBCQAkBYITAEgKBCcAkBQITgAgKVBsbQ0cOXLkxo0bEomkqqpq0qRJNBptw4YNtra25vYLGBQQnNaAQCD497///fz5c+Kjv7//b7/9Zl6XgMEDl7XWwD/+8Q/Fo4Ps7OyWLl1qXn8AowDBaQ2wWCxFcLLZ7IULF5rXH8AoQHBaCcuWLSPenOPt7W3IO3MA8gHBaSW8/fbbLBaLSqUuW7bM3L4AxsFKHgEKODk5+fr6ymSy2NhYc/sCGAerCs47d+48evTI3F6YDR6P197ebor3kVgKDg4Os2bNMrcXRsOqUinvvffeyy+/POCDtEnIvn373u4ENeEAACAASURBVHvvvUE20tvbKxKJXn75Zd1POXXq1MSJEz08PAZpmiR8+eWXBrzdnbRY1cyJEPrb3/7m7u5ubi/0pqCg4J///OfQ23306FFMTMyrr7469KZNQUFBgbldMCawIAQAJAWCEwBICgQn2amtrY2Ojtb3LBzHc3JyDLPY2toqEAhwHP/ss8+oVKqbm1t2draKRigUslgsOp0eFxcnk8l++umnESNGMBiM+Ph4mUym3qZe+gHFJ06cuH79umG9syAgOMmOh4fHyZMn9T2rvLy8ubnZAHM4ji9btiwpKQnDsFWrVnV3d5eVlW3dulVl4VAsFhcVFTU0NDQ1NV2+fFksFp8/f76xsVEqlZaUlKg3q5d+QHFMTMzBgwerqqoM6KAFYW0LQtbHmjVrLly4MHLkSIlEUltb29HR8csvv3h4eMTExNy4cUMsFnO53NOnT0dHR0+dOjUxMXHKlCmnTp3asGHD5cuXOzs7165dGxUVpfs8U1JSwmaznZ2diY9yuVwsFjs4OGAYpiwjsqkSiUQul3t7e4eFhRH7GQzG8OHD1ZvVS6+LODY2Nisra9euXTr2yxKBmZPsZGZmIoRSU1PHjBlz9+7dkJCQ27dvI4T4fP7s2bMlEgmPx8vPz1+/fj1CiMvlLlmyBCG0du3ajIyM7Oxsd3d3va4AS0tL/f39FR+PHj0aERGxc+dOdeWBAwdYLFZgYCCHwyH2VFdXOzs7BwYGamxZL/2AYn9/f2vKmmgEgtOSsLOz43A4crmc+MhgMKhUanh4+JMnT4xlQiKR0Gg0xUcmk1lYWBgfH6+uXLRoUWtrK51Oz8rKQgg1Njbu3r173759/bWsl35AMY1Gk0gkhvbSMoDgtGD6+vpkMtnZs2dHjRqFYZhIJOrp6ens7CSOSqXSvr4+fdtkMpnd3d2KjxERERpntqysrMbGRgcHB1tbW4lEIhKJ8vLyMjMziZvvB6nXRdzd3W399/fjVsSyZcvq6urM7YUhzJ8/v79DCQkJNjY2CCEGg3Hx4kVXV9fQ0FAcx4uLiykUir29fURERFtbW01NDZvN9vT0DAgImDlz5sOHD5lM5sKFC2tra4OCgvprPCMj4/bt28p7hEIhn89XfBQIBMTKbUFBQWRkpGL//v37XVxcqFRqSEhIXV1dSkqK4j9q+/btKmJ99drFhObSpUurVq3SfRgtEQhOUmDAf1VxcXFaWtog7aoHp1wuT0xM7OjoUFE2NjZGR0fr2KxeYgP0OI7z+fzKykqVnVYWnHBZixBCCQkJwcHBA8qSk5MxDMMwzMnJadasWeq/eQjB6NGjOzo6iD1vvfUWhmFEovL+/fssFmvkyJGKH42DYdOmTXv37hUKhYNvShkMwz7//PP8/Hz8z7mT7OzstLQ0HRvRS2yA/syZM4mJiSNHjtT9FIvE3N8OxsTgmbO3t1fLtZ8yPj4+zc3NbW1t8fHxO3fu7E+gvGfYsGGK7e+//76srEz9LHN95avPnBYNzJyWxIIFC0JDQ4OCgn744Yc33njD2dmZWP3TyNSpU9PT08vKypycnIgZqb6+ftKkSepKGxsbHMcZDAZCSCwWD9gyABiAld+EsG7dus8++2z//v3Jyclz5sw5e/bstGnTUlJSVFLqBOvXrxcKhYpUIUJIY5KQxWIhhObOnfv3v/8dIZSfn6/csmF+Pn369NixY4adOxgqKiqKiooqKiqG3rQpaGtrM7cLxsTKgxMh5OzszOFwOBzO+vXriUy9RCJxc3MzuMHm5uavv/66pKSEQqEghB4/frxnzx5Fy+p6HMefP39OPEVWJpMRS6/qGuUExpDx/PlzmUxmFtOmALei4mT0IgQngaenZ2Zm5urVq7u6uvqrxlZPFfYHn8//+uuv161b98knn/TXcmdn51dfffX+++/7+Pjs2bNnyZIlTU1Nhw4dWrBggXqDDAaDmIeHmIqKinnz5llNPadZrj5MiHl/8hoX9QWhqKgoGo1G3EXN4/EcHR3ff/999ROJXGJqaqpyqhDHcZUkITE9vvzyy0+fPr169SqGYWvWrFFueeXKlcpj++mnn+I4fvny5fHjx1MoFHd396+//lqj57AgZBSsbEHIyoPTUoDgNApWFpxWvlqrEbFYjP0ZsVhsbqf0BtetYlNHmTJQz0kSXsTgdHNzU/mKGsz6kLnQsWJT38JOHOo5ScOLGJwWgVQqDQ8PZzAYYWFhLS0t6jnY5cuXb9myBcMwHx8fOp3O4/HEYnF/soSEBI0JW3V0r+ecMGGCTCYjSi4TEhK4XC6dTtdSz6m7XhcxUc+p15BaHBCcJCU3Nzc4OLihoYHL5ebm5qqUa6I/KjaLi4u1VHUqZEeOHNHxOhDqOckDBCdJEYlEISEhDAYjMjKyurpai9K4VZ1Qz0keIDhJCofDEQqFXV1dRUVFHA5HYw6WqNjUXtWJ9CzshHpOEjHUy8OmxJpSKS0tLWFhYY6OjsRvTpVyTRzHiYpNb29vLVWdCll4eLjGO/uhnpPMQHCSAoP/qwZZ1Qn1nGQGLmstG6NXdUI9J3l4Ue6ttVZM8U4xFxcXPp+vspN4CKCO6CU2QD937ly99BYKzJwAQFKsbeb84YcfLPEVgHV1dd98883Q2y0vLz99+jTxIFwrwLCH3JMWq3o/540bNyorK83thdl48uTJ9evX//rXv5rbEbPh4OCgsSLPQrGqmXPixIkTJ040txdm486dO1KpNC4uztyOAMYBfnMCAEmB4AQAkgLBCQAkBYITAEgKBCcAkBQITgAgKRCcAEBSIDgBgKRAcAIASYHgBACSAsEJACQFghMASAoEJwCQFAhOACApEJwAQFIgOAGApFjVkxBeWNatW/fjjz9iGNbd3U2n0x0cHH755ReNr9AGLAj4+1kDPB6vpqbmt99+q6qqKisrY7FYEJlWAPwJrYE5c+a89NJLxLaTk5P6gy0BSwSC0xqwt7efMGECsf3SSy+Fh4eb1x/AKEBwWgl8Pt/V1RUh9Prrr9vZWdVz215YYEHISsBxfPTo0VKp9PTp01OmTDG3O4ARgJnTSsAwbPr06RQKZfLkyeb2BTAOxp85f//994yMDOO2CehCa2vro0ePxo8fr/spfX19z549U7xkfiiRSCTW9ILN+fPnL1y40LhtGv/HiUQiCQwM/OCDD4zeMjAgDQ0NI0aM0F3/22+/ff/99x9//LHpXOqPN99889ChQ0Nv1xRUVlbm5eVZQHAihGxtbSkUiilaBrTj4+Ojl554e7RZ/lg2NjZW80/i4OBgimbhNycAkBQITqBfamtro6Oj9T0Lx/GcnBzDLLa2tgoEgpycHCqV6ubmlp2dra4RCoUsFotOp8fFxclksp9++mnEiBEMBiM+Pl4mkw1GPKD+xIkT169fN6xrBgDBCfSLh4fHyZMn9T2rvLzcsFfx4Ti+bNmypKQkPp/f3d1dVla2detW9QVLsVhcVFTU0NDQ1NR0+fJlsVh8/vz5xsZGqVRaUlIyGPGA+piYmIMHD1ZVVRnQOwOAbDXQL2vWrLlw4cLIkSMlEkltbW1HR8cvv/yycuXKGzduiMViLpd7+vRpNze3qVOnTp06NTExccqUKadOndqwYcPly5cfPHhQVVWl1zxTUlLCZrOJpWO5XC4Wix0cHDAMU5HFxsYihCQSiVwu9/b2DgsLI/YzGIzhw4cPRqyLPjY2Nisra9euXbr3y2Bg5gT6hXgbfGpq6pgxY+7evRsSEnL79m0+nz979myJRMLj8fLz8xFC69evRwhxudwlS5YghNauXZuRkXHkyBF9rwBLS0v9/f2J7aNHj0ZEROzcuVOj8sCBAywWKzAwkMPhEHuqq6udnZ0DAwMHKR5Q7+/vX1paqle/DAaCE9AJOzs7Docjl8sRQgwGg0qlhoeHP3nyxIgmJBIJjUYjtplMZmFhYXx8vEblokWLWltb6XR6VlYWQqixsXH37t379u0bvHhAPY1Gk0gkg+ilHkBwAnrT19cnk8nOnj07atQohBCGYSKRqKenp7OzkxBIpdK+vj59m2Uymd3d3cR2REREfzNbVlZWY2MjkQSSSCQikSgvLy8zM5NKpQ5SrIu+u7t76O6dwI3NlStXMjMzjd4sYAru3r2bnp7e39GEhASiLpTBYFy8eNHV1TU0NLS4uJhCodjb20dERLS1teE4XlNTw2azPT09AwICZs6c+fDhQyaTGR4eHhQUpMX0/PnzVfYIhUI+n09sCwQCgUCA43hBQUFkZKSybP/+/S4uLlQqNSQkpK6uLiUlRfHPvH37dhW9drF6+wPqL126tGrVKhXPHzx48K9//UtLZw0DgvOFRntwaqS4uDgtLW3wptWDUy6XJyYmdnR0KO9sbGyMjo7WvVlT6/l8fmVlpcpOEwWn1V7WJiQkBAcH65ip6y/9devWrWHDhqmnE5KTkzEMEwgEij0bN260tbXdtm2bFivEWTY2Np6env0tdah3Aemcb1TpBWEOwzBHR0cul5ubmztgC7qwadOmvXv3CoVCo7SmDIZhn3/+eX5+Pq6UPsnOzk5LS9O9EZPqz5w5k5iYOHLkSN3bHxRGD3eSzJy9vb3aL6sIOjs7y8vLDx8+fOfOnc7OzvDw8KKiImXBxo0bT5w4oX5iQEDAqFGj5HI5juM9PT1jxox54403BjTn4+PT2Nj4+++/u7m5NTc3G6ULWnrh4+PT3NwsFou///57V1fXI0eOqJxowMxpLNRnTsvFsmfO6OhoJycnR0dHOp3u7e3t4OAQGhpaW1vr4uLi6OhITCN///vf7e3ti4uLvby8lK/1CWJiYnx8fOh0Oo/HE4vFUqk0PDycwWCEhYW1tLSofFSctWbNGmLyiY+PnzFjhp+fn4eHR21tbUNDQ1BQkIODw4gRI5ycnBISErhcLp1OV6SzJBJJWFgYlUolpsf6+vpJkyYp+zNr1qzOzs6ffvoJIXT48OG//vWvxH7lTmnsEYZhxJqnnZ2dqXtBwGQy33rrrc2bN+fl5Rnp7wkMBUMUnOvXr58/f35LS0tcXNyWLVvEYvHjx49ZLFZra+vNmzfPnTuHEMrPz589e3Zzc/OHH35IrGIro5Jey83NDQ4ObmhoIC7YVD4qziIydUgtWXfhwoVJkya1tbVNmDChoaGB0Cins3Jzc7lcbnt7+7/+9S+EkLu7u0rWjkKhJCUlESvsp0+ffvvtt4n9Hh4eik5p7NHw4cPDwsI2btzo4uJi6l4ow+VylQMeID9Dd4eQo6MjlUr19fV1cnJydnZmsViFhYUrVqyoq6sLDQ1FCDk4OHz22WeTJ08WCoXq94UgpfTauXPn+vr6oqOjGQxGZGTkqVOncBxX/tifD4pkXWho6L///e/9+/eHhIRwuVykls6qrKx8++23HRwctDzyY/ny5aNHjz5+/Hh4eLitrS2x8/z584sXLyY6pbFHzc3Nbm5uxLZIJDJpL5Spqqry8vJS33/+/Pny8vL+bJmOu3fvRkVFDb1dU/D06VN964F0wZy37x0+fHj79u0vv/zymjVrEEJSqfT8+fNXr1599913f/jhB8V/sAJFem3MmDEymUwoFE6fPr2oqIjD4eA4rvxxQNMdHR1JSUnp6enER5FI9N1332VmZipC0d3d/fz58zwer6qqqr/yZTab/eabb2ZkZNy5c+fBgwfqnRqwRxwOx6S9QAjJ5fLe3t6bN29u3rxZ43pVRETE1q1bB7RldKKiogoKCoberil4+PDhnj17jN+u0X/FalwQWrBggaOj47Fjx1xdXX19fQ8dOmRra+vl5UWj0aZNm0ahUK5du+bv7//2229XVFRQqdSJEyeqtKCSXmtpaQkLC3N0dCR+nql8xJVydDY2NgKBIDY2VjlZ9+uvvxJpZQqF8vHHH6unsx4/fhwYGOjk5DRu3LgpU6bU1tYqr82sXLmSQqHk5eXdvHkzKyvr6dOnHA7Hxsbmk08+OXjwoKJTCCHlHhG3uY0ePVoikRDtaO8F0YWdO3cSG/r2YvXq1TQazcbGxt7efty4cV988YX6HwsWhIzCi57nNFZ6jeDo0aOnT5/u6+u7fPlyWFiYsZodYgbfCwhOo2DZq7X6IhaLsT+zatUqI6bX6HT60qVL6XT6ypUrFcstFodZeoHrVq6po0wFXeo5EUJtbW2zZs1qbW0lPu7Zs4fNZrNYrCtXrgxSTKp6TpKWjLm5ueGmfGbnnDlz6urqTNf+0GCWXuhYrmlAVSeO48uWLcvLy3N2dubz+fX19ePHj+fz+Sqrg11dXXw+/9atW8THioqKvXv33rhx48mTJ2KxWKVNvcToj3rO0aNHz5s3T1HPOXLkyOjoaKKec+XKlUwmc2juQyBpcAJmRCqVxsXFXbt27bXXXjt+/HhUVJR6uWZnZ2d1dbVyYWd0dLRG2dq1a6OionSZcHSs56TRaAcOHODxeMTHc+fOLV261MPDw8PDQ71NvcQI6jkBkqOSbtVYrpmdna2See5Ppp4i7g/d6zmVqa+v37FjB51O9/X1HbDSUhcx1HMC5EUkEoWEhBDp1urqai1K4xZ26l7PqYyrq2tycnJLS8vGjRsHnNB0EUM9J0BeiOxrV1cXkW7VUq6pXNg5+KpOHes5VZg+ffq1a9d6e3t7e3sZDMYgxVDPCZAFjakUlXSrxnLNhQsXqmSe+5OppIgVGFzP2dTUFBgYiGGYl5fX2bNncRxPT093cXEJCAi4f/++il67WL19qOcEyMJg8pyDzDxDPeeAwGUtYCBGL+yEek4VIJUCGMiFCxeM3qaLi4vKa7n1vbnCpPq5c+fq1fgggZkTAEgKBCcAkBTjX9ba2Nh89913V69eNXrLgHb6+vp6enrodLrup3R3d0ulUrPUc1ZVVVlNPWdXV9eECROM3iy8dt56uHPnzrFjx8zysk3AFMBlLQCQFAhOACApEJwAQFIgOAGApEBwAgBJgeAEAJICwQkAJAWCEwBICgQnAJAUCE4AICkQnABAUiA4AYCkQHACAEmB4AQAkgLBCQAkBYITAEgKPODLGnjw4EF7e/uDBw/q6+v/3//7fwih8ePHK162DVgo8CQEayAlJeXgwYMUCgXHcRsbG1tb25qaGnM7BQwWuKy1Bt577z0HB4fGxsampqaGhoY333zT3B4BRgCC0xrw9/d3cXEhttls9ooVK8zrD2AUIDithDfffNPGxgYhxGQyx44da253ACMAwWklJCUlsdlsDMOI178CVgAsCFkPXC63ubn5119/9fT0NLcvgBEgeypFJpPB14eO/O1vfzt48CCLxerp6TG3L5aBxtfakweyz5zjx48fM2aMub0gF0+ePGEymY6Ojir7e3p66uvrfX19TWS3vb29s7PzL3/5i4naH2Lu3bv31VdfTZo0ydyO9AvZZ05vb+9jx46Z2wtysX79+vj4+FdffVX9kFwuJ5aFTMGlS5euXbv2wQcfmKj9IYb8j8aHBSGrwnSRCQw98LcEAJICwWlV1NbWRkdH63sWjuM5OTkGG21tbRUIBDk5OVQq1c3NLTs7W13T1tY2a9as1tZW4uOePXvYbDaLxbpy5YrGNnXXC4VCFotFp9Pj4uJkMhlC6KeffhoxYgSDwYiPj5fJZCdOnLh+/brBvTMjEJxWhYeHx8mTJ/U9q7y8vLm52TCLOI4vW7YsKSmJz+d3d3eXlZVt3bpVZZWxq6uLz+ffunWL+FhRUbF3794bN26cOnWqpaVFvU299GKxuKioqKGhoamp6fLly8Se8+fPNzY2SqXSkpKSmJiYgwcPVlVVGdZBMwLBaVWsWbMmODgYIRQfHz9jxgw/Pz8PD4/a2tqYmBgfHx86nc7j8cRi8dSpU9PT08vKypycnIRC4fLly7ds2ZKSklJfX6/v6mVJSQmbzXZ2dkYIyeVysVisnp+g0WgHDhxQLCOfO3du6dKlHh4ePB5v3rx56m3qpY+NjZ0wYYJMJpPL5d7e3gihhIQELpdLp9MZDMbw4cMJTVZWll79IgMQnFZFZmYmsZGamjpmzJi7d++GhITcvn2bz+fPnj1bIpHweLz8/Pz169cjhLhc7pIlSxBCa9euzcjIyM7Odnd31/cKsLS01N/fn9g+evRoRETEzp07tZ9SX1+/Y8cOOp3u6+tbWlo6oIkB9QcOHGCxWIGBgRwOR7Gzurra2dk5MDAQIeTv76+LIbIBwWnN2NnZcTgcuVyOEGIwGFQqNTw8/MmTJ0Y0IZFIaDQasc1kMgsLC+Pj47Wf4urqmpyc3NLSsnHjxl27dg1oYkD9okWLWltb6XS6YnpsbGzcvXv3vn37iI80Gk0ikejRK3IAwfmi0NfXJ5PJzp49O2rUKAzDRCJRT09PZ2cncVQqlfb19RnQLJPJ7O7uJrYjIiKImUo706dPv3btWm9vb29vL4PBGKQ+KyursbHRwcHB1taWiECRSJSXl5eZmUmlUglNd3c3k8nUr2NkACc38+fPN7cLpCMjI+P27dsaDyUkJNjY2AgEgtjYWAaDcfHiRVdX19DQ0OLiYgqFYm9vHxER0dbWVlNTw2azPT09AwICZs6c+fDhQyaTuXDhwtra2qCgoP7sXrx4USAQqOwUCoV8Pp/YFggEhKCgoCAyMlKhaWpqCgwMxDDMy8vr7NmzOI6np6e7uLgEBATcv39fX72KeP/+/S4uLlQqNSQkpK6uDsfxlJQUxb/39u3bcRy/dOnSqlWrVDzftGnTL7/8MtBgmxMITstDS3D2R3FxcVpa2iDtagxOuVyemJjY0dGhvLOxsTE6Olr3lvXS69s4juN8Pr+yslJlJ/mD88W6rFXJgBE7b926NWzYMI0ZCJVsmzpCoXDKlClOTk4MBiMoKGiQ/iQnJ2MYhmGYo6Mjl8vNzc3Vt8H+2LRp0969e4VCobEaVIBh2Oeff56fn48rpU+ys7PT0tJ0b0Qvvb6NnzlzJjExceTIkbqfQhbM/e0wAMadOQ8fPnznzp3Ozs7w8PCioiLF/o0bN544cUJF/OzZs3fffZfNZkulUo2tPXr0yNXV9fjx4x0dHWKxePXq1XK5fJD++Pj4NDc3i8Xi77//3tXV9ciRI+pnGTBzGgWNM6flAjOn8Wlvb58zZw6NRmOxWGKxODw8nMFghIWFtbS0qCT3EELDhw9nsVgNDQ2rVq1yc3NTyYBJJJKwsDAqlSoQCNQNqWTbEEIqacDjx4/HxcW9+eabDAaDyWTu2LEDwzCpVKrFJe3+KFpmMplvvfXW5s2b8/LyTDiUALkhe1WKOvv27eNwOP/9739/++23vLy84ODgkydPZmRk5ObmpqamHjhwoLCw8N133719+7aHh8f+/fuPHj06YsSIRYsWhYSEEC0oMmBbt27lcrnnzp3btGmTLqZV0oA1NTXKiTWC3NxcLS5p90elKS6Xu3//fnU3cBx/+vRpe3u7TuNlPJ4+fdrT0zP0dk2E4ncNabG84KysrIyKiqJSqRMnTszNzY2OjmYwGJGRkadOnSIEysm9uXPnfvTRR48ePSooKPjwww/RnzNglZWVb7/9toODg52dIePg4eFRUVGhslMkEmlxSbs/KlRVVXl5eanv7+zs3LJli+KJXkNGU1NTe3v7/fv3h9iuiXj06FFUVJS5vdCG5QUnh8M5efLktGnTcBz39PQUCoXTp08vKipSn8QQQhiGrV69OiUlZf78+TY2NiKR6LvvvsvMzCSi0d3d/fz58zwer6qqavz48fp6EhcXN2HChPDwcOKesn379sXFxXE4HC0uafeHQC6X9/b23rx5c/Pmzdu2bVO36+TklJmZqbGe06RAPedQY+4fvQOgviAkkUgiIyNpNNrkyZMfP34cFhbm6OhI/MBTSe4R+r6+Ph6P19XVhatlwB4/fhwYGOjk5DRu3LgpU6aoGFLPtqmnAS9dujR16lTi5ptXX321paWlpaVFu0ta/Fm9ejWNRrOxsbG3tx83btwXX3yhcUxgQcgokH9BiOyPKYmKiiooKDC3F+RCy5MQTIr1zZyzZs0i82NKLG+11kSIxWLsz4jFYnM7ZTRw3So2dZSpYN56zv6O1tfXE0+fstx6Tsv7zWki3NzcSH4RMRh0rNg0oLATx/Fly5bl5eU5Ozvz+fz6+vrx48fz+XzlqrH+6jOfPHmi8RtQL73Go729vTk5OcQfNCYmZuXKlUwm0+LuQ4CZ0xpQSa4ihDRWbGIYplzV2Z8sISFB94s9s9dzajyalZWVmpqqWGaDek7AbBDJ1YaGBsVNfxorNouLi5WrOvuTHTlyRPfrQLPXc6of/eGHHyIiIpRv6oB6TsBsiESikJAQIrlaXV2tRWn0qk6z13OqH922bdvEiRMxDKuoqPDz80NQzwmYESK52tXVpUiu9lexqVzVqUWmu2mz13OqH71+/TqRihg7dixxywTUc5oEKBlTRz3PqZJcxXFcY8Wmt7e3clVnf7Lw8HCNVZ3krOdUb03B2LFjiQ2o5zQJEJzqGHwTwiCrOqGec4iBy9oXCFNUdUI9p+mAPOcLxIULF0zRrIuLC5/PV96jeAigjuil17fxuXPn6qUnDzBzAgBJIfvM+fz5c4MfRm6tPHv2TCqVDv2wtLa2Pn361Gr+HM+ePTO3CwNA9hvf165da033uBqFjo4OKpVqb2+vsr+zs7Opqcl0P65kMplMJtMl+WEpbNiwwXSvMx08ZA9OQHfu3Llz7NgxCyhTBHQDfnMCAEmB4AQAkgLBCQAkBYITAEgKBCcAkBQITgAgKRCcAEBSIDgBgKRAcAIASYHgBACSAsEJACQFghMASAoEJwCQFAhOACApEJwAQFIgOAGApECxtTWwf//+ixcvdnZ2NjQ0jB492tnZOSsry9bW1tx+AYOC7M8QAnTh6dOn3333XW9vL0Lo559/Hj9+PESmFQCXtdbAO++8w2aziW0HB4ekpCTz+gMYBQhOa8DV1dXLy4vYHj58+FtvvWVefwCjAMFpJaxY4pRthQAAIABJREFUsYJ42xeHwxk2bJi53QGMAASnlfDXv/7Vzc3N0dExOTnZ3L4AxgGC00pwdHQcO3ask5PTggULzO0LYBxUV2t//PFHq3mk94uGn59fc3PzoUOHhthuX1+fra2tyqvmhwC5XI4QsrGxngnmrbfeUn5mt2qeMzIyEq6LLJTnz59XVVWNGTNmiO3u2bPn7bffdnV1HWK7V69effbs2YwZM4bYron48ssvd+3apfwEetWZk0KhREVFDalTgIVz5syZmTNnuru7D7Hdvr6+9vZ2q/l3/d///qeyx3ouCQDAyoDgBACSAsEJmJDa2tro6Gh9z8JxPCcnx2Cjra2tAoEgJyeHSqW6ubllZ2era9ra2mbNmtXa2kp83LNnD5vNZrFYV65c0dimXnqNR+vr64nlgBMnTly/fl2XjsC9tYAJ8fDwOHnypL5nlZeXG5wywHF82bJleXl5zs7OfD6/vr5+/PjxfD5feTG5q6uLz+ffunWL+FhRUbF3794bN248efJE4/sm9dJrPNrb25uTk0MsvsbExKxcuZLJZA74skaYOQETsmbNmuDgYIRQfHz8jBkz/Pz8PDw8amtrY2JifHx86HQ6j8cTi8VTp05NT08vKytzcnISCoXLly/fsmVLSkpKfX39pEmT9LJYUlLCZrOdnZ0RQnK5XCwWOzg4qKR5aDTagQMHFOui586dW7p0qYeHB4/Hmzdvnnqbeuk1Hs3KykpNTbWz+7+5MDY2Nisra8C+QHACJiQzM5PYSE1NHTNmzN27d0NCQm7fvs3n82fPni2RSHg8Xn5+/vr16xFCXC53yZIlCKG1a9dmZGRkZ2e7u7vreAWooLS01N/fn9g+evRoRETEzp07tZ9SX1+/Y8cOOp3u6+tbWlo6oAntevWjP/zwQ0RExPDhwxUaf39/XQxBcAJDh52dHYfDIW4eYDAYVCo1PDz8yZMnRjQhkUiIe4wRQkwms7CwMD4+Xvsprq6uycnJLS0tGzdu3LVr14AmtOvVj27btm3ixIkYhlVUVPj5+SGEaDSaRCIZ0BAEJ2Ae+vr6ZDLZ2bNnR40ahWGYSCTq6enp7Owkjkql0r6+PgOaZTKZ3d3dxHZERERgYOCAp0yfPv3atWu9vb29vb3KN+gYplc/ev36dRzHcRwfO3bs/fv3EULd3d1MJnPgzuB/Zv78+TgA6MOyZcvq6uo0HkpISLCxsREIBLGxsQwG4+LFi66urqGhocXFxRQKxd7ePiIioq2traamhs1me3p6BgQEzJw58+HDh0wmc+HChbW1tUFBQf3Z/eGHH7766iuVnUKhkM/nE9sCgUAgEOA4XlBQEBkZqdA0NTUFBgZiGObl5XX27Fkcx9PT011cXAICAu7fv68iNkCvfFR5/9ixY4mNS5curVq1SsXz999/XyQSKe8ZODi9vLw+/vhj9aHBcVwul2dnZ6vsfO2119577z2NeqMTHx9P/PFqamoWLFigRUm4OqBMC62trZGRkVKpVP3QihUriG86CoUyYcIExTelinWVnSoDRTSyYsUKHMfv3r3LZDJHjRplmKsKiPHRcXBwHYZRI1qCsz+Ki4vT0tL0NaSCxuCUy+WJiYkdHR3KOxsbG6Ojo3VsVi+xAXocx/l8fmVlpcpO9eAc+LL2008/7e+ZFxqXvHNycobsHuhvv/2W2BhwyZ5w1bCVfaS2mK7C7t27fXx8mpubW1paQkND9+zZo9G6yk6Vgdq9e3dAQMDevXuvXLnyyiuvZGdnnz592gBXlSHGR8fB0UVpLDZt2rR3716hUGj0ljEM+/zzz/Pz83Glm8azs7PT0tJ0bEEvsQH6M2fOJCYmDphHQUiHy9pjx44NGzbMwcHhtddeq6urq6mpGTZsGI1G27Fjx9SpUxFCfD6/ra1t9uzZRM738uXL06dP9/PzGzFiRHV1tfrXRlxcXFhY2NixY//yl7/U1NS0tLTMmDGDTqeHhoZKJJKoqKiQkJCJEye6uLgwGAwajebo6Ojl5WVvbx8SEoLjuLIDvb29xMz5wQcfBAUFrV69mujUuHHjVJSEqwghQq9iVMWl/r7wXn/9dWLmrKurCw4OVj5EBOfTp0+Tk5P37t2r0fqAA/Xvf/97zpw548aN6+np+eabb+7du9ff4AiFwgULFqiPj7JRHMeJ8SEGB8dx5fHR6B6h1HdwDJg5jYLGmdNyMWTmRAglJSW1t7fzeLzc3FwPD4/W1tabN2+eO3dOseS9b98+DocjlUoLCwttbGz8/Pzu3r07a9YsjVONyqp6bm5ucHBwQ0MDl8vNzc1dt26du7v78ePH169fP3/+/JaWlri4uC1btojF4sePH8tkMmUHFG0SS/bEf+SSJUv+85//IITUXSUegYUQUjGq4tKAA6JxiZ/FYtHp9KKioldeeUWj9QEHCsOwr7/+uqOjY9u2bRr9VAwOQkjj+LBYrP4GR2V8NLpHKAc5OICx0OkOIQaDQaFQIiIizpw5c/78+cWLF9fV1YWGhioElZWVUVFRVCp14sSJ165dQwjZ2tr6+PgQi+aaDf+xqi4SiaKjoxkMRmRk5KlTpxBCzs7OHA5n+vTp9+7do1Kpvr6+Tk5Ozs7OLBZLLpdrdEDB3r172Wx2bGwsQkiLUt0o+vNCvwE0NzcPGzasrKxszpw55eXlN27cMGCgmEzm4cOHZ86cmZKSEhwc3N/gcDicX3/91dHRUWV8CgsLV6xY0d/gKI+PEQfn2bNnX3311dA/G+XWrVsymezp06dDbNdEVFZWquzRKTj7+vp6enpOnTrl5+d3+PDh7du3v/zyy2vWrEF/LHlzOJyTJ09OmzYNx3HF7KQjHA5HKBROnz69qKiIw+EMqFdxQJkrV64UFRUdP3783Llz/v7+Gl01zKguyOVyW1tbW1vbrq6u3t5egwdqypQpH3300YYNG9555x0jDg768/js2LHDWINja2vL4XBeeumlAZXGpbGx8dmzZ6NHjx5iuyaCTqer7lK58FX/zSkUCtlstoODQ2RkZFtb28GDB2k02rRp0ygUyrfffksseUskksjISBqNNnny5LCwMAaD8fPPP7/00ktTpkxRv7ZWWVVvaWkJCwtzdHQMCwtraWmJioqi0WhFRUULFixwdHQ8duyYq6urr6/voUOHbG1tMzIylB3w9fW1sbHZuXMnsWSv3K/W1lZ1VxFCxMq+ilEVl9R9VllMV1niX7lyJWHUxsbG09OTuItS34FauXIlhULJy8vDcVwul8+bN4/4zalxcHAc1zg+Xl5eCqPXrl1TDAvR65kzZyrG57PPPlN3j9CvW7dOr8GB35xGwZBUCgBoB4LTKBi4IGQwYrEY+zMa7/onFZbos8WB61YUpqNMBSgZ0wk3Nzfc0t7FYok+Wxw6FoUZUDuGQ8kYAGhBKpWGh4czGAziVytCSGNRGIZhyoVj/ckSEhJ0LxyDkjEA0IZKphQhpLEorLi4WLlwrD/ZkSNHdC8cg5IxANCGSCQKCQkhMqXV1dValEYvHIOSMQDQBpEp7erqUmRK+ysKUy4c0yLT3TSUjAHA/496KkUlPYvjuMaiMG9vb+XCsf5k4eHhGgvHoGQMAAbA4DznIAvHoGQMAEyFKQrHrKlkDB6NCZiNCxcumKJZFxcXPp+vvEdRl6MLeokN0M+dO1dHJcycAEBSIDgBgKSoXtY+ffr0008/NYsrgIXy4MGDL7/8UpckhHG5f/9+d3c3cQeSFaD+ZALV93PeuHGjvb19CF0CjEZVVZVQKFy8eLG5HQEMhMfjUalUxUfVmXPixIlD6w9gNF566SXi1hxzOwIYB/jNCQAkBYITAEgKBCcAkBQITgAgKRCcAEBSIDgBgKRAcAIASYHgBACSAsEJACQFghMASAoEJwCQFAhOACApEJwAQFIgOAGApEBwAgBJgeAEAJKi+iQEwBJJTU398ccfbW1tZTIZjUbDMOzu3bsqbxMGLA74+1kDxOuAHjx4UF1dff/+/bFjx0JkWgHwJ7QGZsyY8dJLLxHbw4YNU3lqK2ChQHBaAzY2Njwej9h2dXWdNm2aef0BjAIEp5XA5/Pd3NwQQtOnT4drWusAFoSsh1GjRrW1tRUVFcEjFK0D+Iq1HmbNmkWhUCAyrQbLnjmTkpLq6urM7YXxaWlpGTZsmK2trV5ndXR01NTUKF66bgBdXV3Pnz8f+me3m4ienp79+/d7eHiY2xEDsey3jNXV1RUUFJjbC+OTnJycnp7u5eWl74ktLS2KZVsDKCgoaGpq+uc//2lwC6QiNTW1q6vL3F4YDlzWWhWDiUyAbEBwAgBJgeC0MGpra6Ojo/U9C8fxnJwcg422trYKBIKcnBwqlerm5padna2uaWtrmzVrVmtrK/Fxz549bDabxWJduXJFY5t66TUera+vHzNmDELoxIkT169fN7h3pMWyf3O+gHh4eJw8eVLfs8rLy5ubmw2ziOP4smXL8vLynJ2d+Xx+fX39+PHj+Xw+hmEKTVdXF5/PV7zErqKiYu/evTdu3Hjy5IlYLFZvUy+9xqO9vb05OTnEcmZMTMzKlSuZTKYu73K3IGDmtDDWrFkTHByMEIqPj58xY4afn5+Hh0dtbW1MTIyPjw+dTufxeGKxeOrUqenp6WVlZU5OTkKhcPny5Vu2bElJSamvr580aZJeFktKSthstrOzM0JILpeLxWIHBwflyEQI0Wi0AwcO+Pr6Eh/PnTu3dOlSDw8PHo83b9489Tb10ms8mpWVlZqaamf3f7NLbGxsVlaWXv0iPxCcFkZmZiaxkZqaOmbMmLt374aEhNy+fZvP5xO3v/N4vPz8/PXr1yOEuFzukiVLEEJr167NyMjIzs52d3fX9wqwtLRUkZ45evRoRETEzp07tZ9SX1+/Y8cOOp3u6+tbWlo6oAntevWjP/zwQ0RExPDhwxUaf39/XQxZFhCclo2dnR2Hw5HL5QghBoNBpVLDw8OfPHliRBMSiYRGoxHbTCazsLAwPj5e+ymurq7JycktLS0bN27ctWvXgCa069WPbtu2beLEiRiGVVRU+Pn5IYRoNJpEIjGkeyQGgtN66Ovrk8lkZ8+eHTVqFIZhIpGop6ens7OTOCqVSvv6+gxolslkdnd3E9sRERGBgYEDnjJ9+vRr16719vb29vbqckuDdr360evXr+M4juP42LFj79+/jxDq7u5mMpl6943k4JbM/Pnzze2CSVixYsXjx481HkpISLCxsREIBLGxsQwG4+LFi66urqGhocXFxRQKxd7ePiIioq2traamhs1me3p6BgQEzJw58+HDh0wmc+HChbW1tUFBQf3Z/fHHH7/88kuVnUKhkM/nE9sCgUAgEOA4XlBQEBkZqdA0NTUFBgZiGObl5XX27Fkcx9PT011cXAICAu7fv6+vXkWs3pqC/4+9M49r4lr//xmE7GwGCBQQoqLgBbEFL6n1pYABXAqCRbBfrLZSLYIaqtTl4m29VlBZKrhRueDW3rpXv1i4ClcJYit87XVDqrZqisgmCYugLImZ3x9zb37pZCEbZBLP+6+ZOc855zkTPpyZ88wzM3HiRGyjurp6zZo1OM8//fTT3377TdVgiQ8UJxFRI05VVFZWpqWl6dmvUnFKpdKEhISenh75g21tbdHR0Zq3rJW9to2jKMrj8R49eoQ7aOrifE0va+Pj47E1zyHBhePkSUlJQRAEQRBra+vZs2cr3vNgBuPHj+/p6cGOLFq0CEEQLFB5//59R0fHsWPHYneMerJ169aCggI+n69/UzgQBNm7d29xcTEq9xh2Xl5eWlqa5o1oZa9t46WlpQkJCWYWRwHgdb2sFYvFaq7uZLx8+XLp0qUsFquzs1OpgYeHR3t7e3d3d1xcXG5urioD+SO2tray7WPHjtXV1SnW0mHmNAhKZ07TBc6cxGL+/PkhISEBAQFnzpx55513bGxs1IS/cMFARQNcOE5VkNDCwgJFUWytQigUDtkvBKIJ5ibOTZs2ubi4nD59uri4eO7cuY2NjYcPH0ZVpMXhgoFDojRI6OjoaG1t/fLlyw8++AAAoEm/EIgmmOHjezY2Nmw2m81mb968GZOfSCTCXuExHLS3tx89erSqqopMJgMAnjx5sn//flm/ivYoir569QrL1RwcHFT6SpHOzs5ly5bJoosjRmtr66tXr8wmC6+5uTk5OdnYXuiOGYoTw83NLTMzc926dX19fba2tkptFIOBusHj8Y4ePbpp06adO3eq6re3t/fQoUOrV6/28PDYv39/YmLis2fPvv322/nz5ys2aG9vv3PnTh3yOfXE/PI5je2Cfhj3lldPFBeEoqKiqFRqeXl5a2srh8Oh0WirV69WrIhFC9euXSsfDFQ0w4XjcEFCbHqcMGHCixcvrl27hiDI+vXr5ftdtWqV/Kn+6quvUBS9evXqlClTyGSyi4vL0aNHlY4LLggZBFNfEDI3cZoHUJwGwdTFaW4LQooIhULkjyhNYtLQjLCgmmVsamiGA+ZzGgWzveeU4eDggGqwaqqhGWHRMGNTh8ROFOZzGgnznznNg87OTi6Xy2AwQkNDOzo6gEKQFsvYRBBEPqtTlVl8fLzmWZ0wn9NYQHGaBoWFhYGBga2trX5+foWFhUAhSItlbFZWVspndaoyO3HihObXgTCf01hAcZoGAoEgODiYwWBEREQ0NDSosTR4VifM5zQWUJymAZvN5vP5fX195eXlbDYbKAvSYhmb8lmdasw07xrmcxoNYy0TG4TXJ5TS0dERGhpKo9Gwe04URZVmbI4ZM0Y+q1OVGZfLVfrcP8znJBRQnERE5zinnlmdMJ+TUMDLWrNiOLI6YT6nsTD/OOdrxeXLl4ejWTs7O9zXsmUvAdQQrey1bXzevHla2ZsKcOaEQAgKFCcEQlBM+/ucUVFRxnZhWGhtbWUymVZWVlrVEovFL168sLOz07nfnp6eV69e6dMCoWhqajpz5ozsOSSTw7TFCZHnzp07p06d+vLLL43tCMQwwMtaCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAU+IIvc+DWrVtCofDx48cCgeBf//oXACAkJAT7eDbEdIFvQjAHPvvss927d8vU6ODg8OTJE+O6BNEfeFlrDiQlJY0ePbqvr6+vr6+/vz8hIcHYHkEMABSnOTBu3Dh7e3tsm8ViffLJJ8b1B2IQoDjNhP/5n//BLmudnJxM931zEHmgOM2ExMREFos1atQoeE1rNsDVWjPBxcWFxWJJpdKlS5ca2xeIYTCAOHt7ezs7O/VvB6InCxYsOH78+ODgoKE+mwvRGTKZLP/hbd0wQChl9+7dly5dcnNz07MdiJ4MDAw8efLEy8tLn0auXbv29ttvG8olzamtrf3zn/+MIMjIdz0cPHjwAAs464NhLmtXr17N5XIN0hREH1AU1fPvOyoqat++fYbyR3MWLFiwe/duS0szuc8yyIdC4IKQWWE2Mw8EQHFCIIQFihOiKU1NTdHR0drWQlE0Pz9ftx67urqysrLy8/MpFIqDg0NeXp5Ss+7u7tmzZ3d1dWG7+/fvZ7FYjo6OP/3005DGQ9orlra0tGA39mfPnr1+/bpuQ9MEM7nEh4wArq6u586d07ZWfX19e3u7Dt2hKLpixYqioiIbGxsej9fS0jJlyhQej4e7dO/r6+PxeLdu3cJ2Hzx4UFBQcOPGjcbGRqFQiGsTZzykvWKpWCzOz8/HllFjYmJWrVrFZDKH6Yv3cOaEaMr69esDAwPj4uJmzZrl7e3t6ura1NQEAIiJifHw8KDT6RwORygUTp8+fePGjXV1ddbW1nw+f+XKlRkZGampqS0tLVOnTtW8u6qqKhaLZWNjAwCQSqVCoZBEIineVFOp1MOHD8seirpw4cLy5ctdXV05HM67776r3nhIe8XSXbt2rV27VrZwFRsbu2vXLs0HpRVQnBBNyczMBACsXbvWy8vr7t27wcHBt2/fBgDweLw5c+aIRCIOh1NcXLx582YAgJ+fX2JiIgBgw4YN6enpeXl5Li4uWl0E1tbW+vj4YNsnT54MCwvLzc0dslZLS0tOTg6dTvf09KytrdXTHld65syZsLAw+QCmj4+PJr3oBhQnRBcsLS3ZbLZUKsV2GQwGhULhcrkGfP5BJBJRqVRsm8lkXrx4MS4ubsha9vb2KSkpHR0dW7Zs2bNnj572uNIdO3a89dZbCII8ePDA29sbAEClUkUikfaD0wgoTogBkEgkg4ODZWVl48aNQxBEIBAMDAz09vZipZ2dnRKJRNs2mUxmf38/th0WFubv769JrZkzZ9bU1IjFYrFYzGAw9LTHlV6/fh1FURRFJ06ceP/+fQBAf38/k8nUcmQag+pNfn5+RUWF/u1AiEBkZKSqovj4eAsLCwAAg8G4cuWKvb19SEgIiqKVlZVkMtnKyiosLKy7u/vp06csFsvNzc3X1zc8PPzhw4dMJnPJkiVNTU0BAQGqGo+JiRGLxfJH+Hw+j8fDtrOysrKysrDtkpKSiIgImdmzZ8/8/f0RBHF3dy8rK0NRdOPGjXZ2dr6+vvfv3x/SWL09rlR2cOLEidhGdXX1mjVrtDqNmgPFCfkDOvxVVVZWpqWl6dmvojilUmlCQkJPTw/Osq2tLTo6WsNmtTLWwZ7H4z169EjxuEHEaSaXtfHx8YGBgUDjWNylS5ecnZ0ZDEZcXNzg4CB28NatW7a2tqqiBYrxMRkpKSkIgmRlZcmObNmyZdSoUTt27FDjA1bLwsLCzc1Nk6UO8N9h6jZGrDsEQWg0mp+fX2FhoSY9asLWrVsLCgr4fL6hGsRAEGTv3r3FxcXoHx//zsvLS0tL07ARrYy1tS8tLU1ISBimOAoA5nJZKxaL1VwyydPb21tfX3/8+PE7d+709vZyudzy8nJZ6ZYtW86ePatY6+XLl0uXLmWxWJ2dnUqb9fX1HTdunFQqRVF0YGDAy8vrnXfeGdIZDw+Ptra2X3/91cHBob29fUh7DYepaoweHh7t7e1CofDYsWP29vYnTpxQrGuQf/k6oDhzmjTEnTmjo6Otra1pNBqdTh8zZgyJRAoJCQEANDU12dnZ0Wi03NzcDz74wMrKqrKy0t3dPTU1VbERXPSss7OTy+UyGIzQ0NCOjg7crqwWFosDAODCca2trQEBASQSydnZ2draOj4+3s/Pj06nMxgMJycnkUgUGhpKoVDkZz95cPExxZDd7Nmze3t7L126BAA4fvz4ggULsONDDhlBEGzN09LScljHKKvOZDIXLVq0bdu2oqIi7X5XyMgyLE8Ibd68mUajHTx4MCkpadasWfPnz3/zzTcHBwddXV27uroePHiwatWq0tLS7u7u9vb2zz///OOPP1ZshMfjHT9+PC8vb+PGjcXFxQCAwMDAc+fOpaenFxYWIggivyu7FMnMzORwOACAtWvXHj58+OLFi0uXLr19+3ZXV9fUqVOvXr0aERHR2trq7u4OAGhoaLCxsfH399++fbufn9+FCxe2bt2qyQAVQ3ZkMjkpKenAgQNcLveHH35IT0+/evUqAGDIITs5Ob3xxhtbtmyxs7PbuXOnmjFu3LhRnzHihuDn53fw4EHFoQ0ODj58+FCTk2BYXrx48ejRI7N5nadYLNa/keF6fI9Go1EoFE9PT2traxsbG0dHR6lUWlFRsWzZsubm5pCQEBKJtHv37rfffpvP56vKpZBFzy5cuCCRSKKjoxkMRkRExPnz51EUld9VObz/huNCQkL+8pe/HDx4MDg42M/PDwDQ1ta2b9++AwcOAAAePXr0/vvvk0gkfVKWVq5cOX78+NOnT3O5XNkf2ZBDbm9vd3BwwLYFAsHwjRHH48ePMfXiEAqF+/fv1/kk6MzTp08LCgqw1WAzoKenR/9GRvTZ2uPHj2dnZ0+YMGH9+vWdnZ0VFRXXrl1bunTpmTNnZH+g8siiZ15eXoODg3w+f+bMmeXl5Ww2G0VR+d0hu+7p6UlKSpJNPgKB4LvvvsvMzMTU6OLiUlFRweFwHj9+PGXKFN1Gx2Kx3nvvvfT09Dt37vz22286DJnNZg/fGDGkUqlYLL558+a2bduUrle98cYbX331lW5nQB8WLFiQk5MD8zn/gP63rYoLQvPnz6fRaKdOnbK3t/f09Pz2229HjRqVnp5+5MgRKpU6Y8YMMpkMAHj//fcfPHhAoVDeeustxWZx0bOOjo7Q0FAajYbdgOF2sRBcbm4utpGVlRUbGysfjvv5558pFAoAgEwmf/nll/J3udnZ2U+ePPH397e2tp40adK0adMUncHFx3Ahu1WrVpHJ5KKiops3b+7atevFixdsNtvCwmLnzp1qhow95jZ+/HiRSIS1o36MqFykUYcxrlu3jkqlWlhYWFlZTZo06euvv1b6a8IFIYNg5nFOg0TPZJw8efKHH36QSCRXr14NDQ01VLOEwiBjhOI0CMRdrdUBoVCI/JE1a9YYMHpGp9OXL19Op9NXrVqFPcCtlTOKyUQERKsxGgpUs3RNDc3Ug6V3oii6e/duNRmeRUVFycnJhw4dUtqI+lJg1AROPPrrmwhxToih0PZffl1dXXp6uv5mQ86cUql04cKF3d3dsiPNzc1OTk5YbFlGSUnJ1KlTCwoK3nzzzdLSUlwj6ktRFL1//76vr+/Tp0+vXbuGrckNDg5u2LBh3LhxmEFKSorSR4JwmNXMCSEsuHCrqnTNYcrqlCGf3glUZ3hKJJKgoKDExMSgoKCBgQFcI+pLgbETOHFAcUKGoLCwMDAwsLW1FXvoT1W65jBldcqQT+8EqjM8IyMja2trSSRSTU3N3LlztSoFxk7gxAHFCRkCgUAQHByMhVsbGhrUWA5HVqcM+fROoDrDMyMjY/Hixdin1nJycrQqBcZO4MQBxQkZAiz62tfXh4UT8KDMAAAgAElEQVRb1aRrDkdWpwz59E6gOsPz5cuX9fX11dXV9fX1sq41LAVGT+D8I1CckCFYsWLF9evXHRwc6urqli9f7uvrW1VVNX78+Nra2u3bt/v4+Jw4cQK7dv36668ZDMbDhw8TExNVmTU3N2MPBmsLh8N58OCBbDc7Ozs7OxsAcP78+dmzZ8uOf/bZZ5aWltnZ2XQ6/bPPPlNfqlidw+F4e3u7u7vv3r37008/VXTj119/Hbk34uu/pgRXa80JnZcZ9YxLa7Jaq0N655D5mYZK4MQBV2shBGKYsjpl6JbeOWR+JrESOP+ImTzKCDE6ly9fHu4u7OzseDwe7qD6xy2GfBhDq6c15s2bp7mx/sCZEwIhKIaZORsaGurr6w3SFMS49PT0GOWnfP78+S+//GI2+ZyvXr3SvxEDfJ/zp59+UpNtCBkxurq6GhsbsUxOnenu7ra1tTWUS8Tvd5jw9PT85JNP9GzEAOKEEIQ7d+6cOnXqyy+/NLYjEMMA7zkhEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlBgsrU5sHfv3gsXLvT19XV2dr7xxhv29vZHjhwxm69Ev7bAt++ZA1Qq9V//+hf2ZZ6bN28GBQVBZZoB8Cc0B+Li4mQf26FSqcnJycb1B2IQoDjNAWtrazabjW0zmcz33nvPuP5ADAIUp5mwZs0aBoMBAJg4cSKdTje2OxADAO85zYTIyEjs61dr1qwxti8QwwBnTjOBRCL5+vrSaDT5b2ZBTBqTnDnz8vL6+vqM7YURePnyJYVCUbUSy2KxnJ2dFT/2rD/Y979IJJLBWx4x3n//fU9PT2N7oR0mGecMCQnR6vszZsPOnTs//vhjVR9vlUqlAoFg3LhxBu+Xz+e/ePFihD/jY0BOnTo1d+5cLpdrbEe0wyRnTmtr65H7gCmRYLFYAQEBLi4uqgzeeeed4ei3paXl+fPnpnvOr1+/bmwXdAHec0IgBAWK00xoamqKjo7WthaKovn5+Xp23dXVlZWVlZ+fT6FQHBwc8vLylJoVFRUlJycfOnRIh1IAwP79+1kslqOj408//YQdaWlp8fLyAgCcPXvWROdG9UBxmgmurq7nzp3TtlZ9fX17e7s+/aIoumLFiqSkJB6P19/fX1dXt337dsWFjPPnzxcWFk6ePHnPnj1lZWValQIAHjx4UFBQcOPGjfPnz3d0dAAAxGJxfn4+1lFMTMyRI0ceP36sz0AICBSnmbB+/frAwEAAQFxc3KxZs7y9vV1dXZuammJiYjw8POh0OofDEQqF06dP37hxY11dnbW1NZ/PX7lyZUZGRmpqaktLy9SpU3Xot6qqisVi2djYAACkUqlQKCSRSAiC4MwkEklQUFBiYmJQUBD2DLDmpQCACxcuLF++3NXVlcPhvPvuuwCAXbt2rV271tLyP4smsbGxu3bt0sF/IgPFaSbIlq/Xrl3r5eV19+7d4ODg27dv83i8OXPmiEQiDodTXFy8efNmAICfn19iYiIAYMOGDenp6Xl5eS4uLrpdGdbW1vr4+GDbJ0+eDAsLUxrLiYyMrK2tJZFINTU1c+fO1aoUANDS0pKTk0On0z09PWtra8+cORMWFiZ7nBgA4OPjU1tbq4P/RAaK0zyxtLRks9lSqRQAwGAwKBQKl8ttbGw0eEcikYhKpWLbTCbz4sWLcXFximYZGRmLFy/u7+9PSEjIycnRqhQAYG9vn5KS0tHRsWXLlj179uzYseOtt95CEOTBgwfe3t4AACqVKhKJDD04IwPFaf5IJJLBwcGysrJx48YhCCIQCAYGBnp7e7HSzs5OiUSic+NMJrO/vx/bDgsL8/f3V2r28uXL+vr66urq+vp6WdcalgIAZs6cWVNTIxaLxWIxg8G4fv06iqIoik6cOPH+/fsAgP7+flXhX9MFitNMWLx48c2bN7Ozs3Nzc//xj39UV1fv37//q6++AgB8/fXXDAbj4cOHiYmJvr6+VVVV48ePr62t3b59u4+Pz4kTJxITE5ubm7FbVm3hcDgPHjzAtrOzs7Ozs7Ht8+fPyz9I+Nlnn1laWmZnZ9Pp9M8++0yrUqwXb29vd3f33bt3f/rpp4pu/Prrr6YbhlUJaoJERkYa2wXjsGLFiubmZq2qVFZWpqWl6dnvmTNnDh06pLRIKpUmJCT09PTgjre1tUVHR6tqUJ9SpfB4vEePHqkqzc/Pr6io0KpBImDOMyeqEMTTNhgYHx+vaj7h8/nTpk2ztrZmMBgBAQHa+nbp0iVnZ2cGgxEXFzc4OAgASElJQRAEQRAajebn51dYWKhtm0rZunVrQUEBn883SGuKIAiyd+/e4uJi9I/hk7y8vLS0NFW19ClVpLS0NCEhYezYsZpXMQ2M/d9BFzScOevq6tLT0/XpSCwWBwQEKB7//fff7e3tT58+3dPTIxQK161bJ5VKtWr5+PHjd+7c6e3t5XK55eXl2EEPD4/29nahUHjs2DF7e/sTJ07gaukwcxoENTOnSQBnTmMyf/78kJCQgICAM2fOvPPOOzY2Nrt27ZIF8WSlQUFB2EwoFAplZk5OTo6Ojq2trWvWrHFwcGhqarKzs6PRaPIhAVwY8PTp0wsXLnzvvfcYDAaTyczJyUEQpLOzk8vlMhiM0NDQjo4OXLwR10t8fLyfnx+dTmcwGPIhAQAAk8lctGjRtm3bioqKRuwEQgiImYhz06ZNLi4up0+fLi4unjt3bmNj4+HDh9evX48F8WSlsmCgvFlxcfGcOXOcnZ0//PDDwsJCV1fXrq6umzdvXrhwQdY+Lgz49OlT2WtBZBQWFgYGBra2tmIXpbh448GDB+V7wao0NDTY2NgoXeH08/PDHoWBvLaYZFaKUmxsbNhsNpvN3rx5MxZqlw98YaXu7u7Y7pMnT/bv34+ZcTicLVu2/P777yUlJZ9//nlFRcWyZcuam5tDQkJU9eXq6ipbopQhEAiio6MZDEZERMT58+exg7J447x587744gtZLwCAtra2ffv2HThwQGkXjx8/lnkro6enJzc3F3sdyUhy7949sVj8+++/j3C/huLmzZuTJk0ythdaYz7ixHBzc8vMzFy3bl1fX191dfX169eVBvHkzWxtbdetW5eamhoZGWlhYXH8+PHs7OwJEyasX79eVS8LFy588803uVwu9ijZgQMHFi5cyGaz+Xz+zJkzy8vLFedVBEHkexEIBN99911mZqbsATQMqVQqFotv3ry5bdu2HTt24BqhUCjh4eEODg46nh1dYTAYL168iIyMHOF+DYUsEmtiGPumVxcUF4SioqKoVGp5eXlrayuHw6HRaKtXr3748CGTyVyyZImsND4+3sLCIisrS94MRVGJRMLhcPr6+lAUPXLkCJVKnTFjBplM9vT0tLCwyM3NbWpqwq0MVVdXT58+HXv4ZvLkyR0dHR0dHaGhoTQaDbvnjI2NZTAYV65csbe3DwkJwfWSmpoq+wmys7NRFF23bh2VSrWwsLCyspo0adLXX3+tOHC4IKQbJrogZJJvQoiKiiopKTG2F0bgk08+2bJli5pk62Hi+++/f/78+YcffjjC/RqK3bt3T5o0yeTehGAmC0IQVaCaZWxqaIZDk0xOPdM4u7u7Z8+e3dXVBZQFh3HVzSyxE4rTzNEwY1OHxE5Ug0xOPdM4+/r6eDzerVu3sF2hUFhRUdHW1tbZ2VlVVaVY3cwSO6E4TRtccBUAoDRjE0EQ+axOVWbx8fGaZ3VqksmpZxonlUo9fPiw7K15uOCw0urmlNgJxWna4IKrAAClGZuVlZXyWZ2qzE6cOKH5ZaEmmZx6pnEqRRYcVlrdnBI7oThNG4FAEBwcjAVXGxoa1FgaPKtTk0xOPdM4FZEPDiutbk6JneYW53zdUAyuqsrYlGV1Yi/FUmWGi7uqAZfJqdTm5cuXzc3NWKKms7OzVqWK4ILDSqubVWKnUQM5OgJTxmTggqsoij59+pTFYrm5ufn6+oaHh2PB3jFjxpDJZCsrq7CwsO7ublVmXC5X6YP+SuOcfD6fx+Nh21lZWVlZWSiKlpSUREREyGza29uTk5PDw8NTUlJEIpH6UsXqz5498/f3RxDE3d29rKwMFxxWrI6iaHV19Zo1a3CummicE4rTlND5IQQ9szqVilNpJqeeiZo6ZHLiUJrYaaLihPecrwXDkdWpNJNTz0RNbTM5cZhZYie853wtuHz58nA0a2dnx+Px5I+o/4bNkF+40fMTOKb7NRelwJkTAiEoUJwQCEExycvahoaGTZs2GdsLI3Dv3r2dO3fKoos4UBR99eqV5rEQzfn999/FYrFiCqup8O9//9sU8zlNMivlwYMH+rxq1Vz59ddfL168uHr1amM7QkQ8PT3pdLqxvdAOk5w5J06caGwXiMirV68cHR3/9Kc/GdsRiGGA95wQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFChOCISgQHFCIAQFihMCISgm+SYECI6PPvrohx9+IJFIEonEyspqYGCgtbV11KhRxvYLohdw5jQHEhMTpVJpc3Pzs2fPmpqawsLCoDLNAChOc+Cdd96xtbXFtu3t7XHvkoWYKFCc5gCCIKGhodj26NGj//znPxvXH4hBgOI0E1atWuXo6AgACA8Px33BFmKiwAUh82HChAnd3d2XL1+GL+AzD+DMaT7Mnz+fTCZDZZoNymfO8+fP5+XlmdxLeF9zXrx40dTUNGHCBKP0Pjg4+Pz5cwcHh5Hvurm5+Y033hj5fg3FmDFj9u7dq3hc+Uulu7q6kpKSFi5cOMxeQQxMb28vg8EwStf19fXffvvt9u3bR77rqKiokpKSke/XUERFRSk9Di9rzQpjKRMyHEBxQiAEBYoTMhI0NTVFR0drWwtF0fz8fN167OrqysrKys/Pp1AoDg4OeXl5Ss2KioqSk5MPHTqkQ2l3d/fs2bO7urqw3UuXLjk7OzMYjLi4uMHBQVz1s2fPXr9+XashQHFCRgJXV9dz585pW6u+vr69vV2H7lAUXbFiRVJSEo/H6+/vr6ur2759u+La5/nz5wsLCydPnrxnz56ysjKtSvv6+ng83q1bt2RHhEJhRUVFW1tbZ2dnVVUVrnpMTMyRI0ceP36s+SigOCEjwfr16wMDA+Pi4mbNmuXt7e3q6trU1BQTE+Ph4UGn0zkcjlAoBABMnz5948aNdXV11tbWfD5/5cqVGRkZ8fHxU6dO1aq7qqoqFotlY2MDAJBKpUKhkEQiKT6bIZFIgoKCEhMTg4KCBgYGtCqlUqmHDx/29PSUHYmPj/fz86PT6QwGw8nJSbF6bGzsrl27NB8FFCdkJMjMzAQArF271svL6+7du8HBwbdv3+bxeHPmzBGJRBwOp7i4GACwefNmAICfn19iYiIAYMOGDenp6SdOnND2grC2ttbHxwfbPnnyZFhYWG5urqJZZGRkbW0tiUSqqamZO3euVqWqaGhosLGx8ff3V6zu4+NTW1ur+SigOCEjjaWlJZvNlkqlAAAGg0GhULhcbmNjowG7EIlEsu9/M5nMixcvxsXFKZplZGQsXry4v78/ISEhJydHq1KltLW17du378CBA0qrU6lUkUik+ShM8uO5ELNBIpEMDg6WlZV5eXkBABAEEQgEAwMDvb29mEFnZ6dEIrG01O4Plclk9vf3Y9thYWGqzF6+fNnc3FxdXV1fX+/s7KxVqSICgeC7777LzMzEvFWs3t/fz2QytRgGqoyjR4+ePHlSaREEopS7d+9u3LhRVWl8fLyFhQUAgMFgXLlyxd7ePiQkpLKykkwmW1lZhYWFdXd3oyj69OlTFovl5ubm6+sbHh7+8OFDJpPJ5XIDAgLUdB0ZGYk7wufzeTwetp2VlZWVlYWiaElJSUREhLxZe3t7cnJyeHh4SkqKSCTCGagvffbsmb+/P4Ig7u7uZWVlKIqmpqbKZJWdnY2rjqJodXX1mjVrNPEfA4oTYhjUi1MplZWVaWlp+net+MctlUoTEhJ6enrkD7a1tUVHR6tpR73BkNWHhMfjPXr0SPG4KnFqcc85ZsyYbdu2qZp+FeNRQUFBSUlJWkziehAfHx8YGDhkME3mp25hN8VAljwpKSkIgiAIQqFQ3nrrrZ9//llV7/LgzhLWSEpKCgCgvr7ewcFh/Pjx2vqJAzs5YKhR63lydGDr1q0FBQV8Pt/gLSMIsnfv3uLiYlQufJKXl5eWlqamlnqDIaurp7S0NCEhYezYsVrUUSpZpTPnqVOnMjMzldrX1dWlp6fjDl67di0pKUn1/xFDIhaL1V/5YCj1U3OOHz9+586d3t5eLpdbXl6uaODh4dHe3v7ixYu1a9d+9NFHmvSueJZ8fX0RBPnxxx9RFP3mm2/u3buns8MYI3NydJg5DYWqmcdUMMDMCQDYuXMnmUwOCgpqaWlpamqys7Oj0Wi5ublYPCo1NfX58+dz586lUqmOjo6vXr26d++ej4+Pi4vLkydPcE3hQl6dnZ1cLpfBYISGhnZ0dAAA5s+fHxISEhAQYG9vb21tTaPR6HT6mDFjSCRSSEiIfO+yNrFgGgAgLS0Nm8T+9Kc/KfUTs1TsFOcVzmdcIKulpUVV/G1gYAB7HYEOZykqKmrOnDnLly+Xn5xxrqo/Obh+cedHw5Oj2Kn6kwMxONqJMykp6fnz5xwOp7Cw0NXVtaur6+bNmxcuXMDiUXl5eQcOHGCz2Z2dnRcvXrSwsPD29r579+7s2bPlH6TAwIW8CgsLAwMDW1tb/fz8CgsLAQCbNm1ycXE5ffr05s2bIyMjOzo6Fi5cmJGRIRQKnzx54ujoKOtd1iYWTAMA5OTkoCiamJj4t7/9TamfmKVipzivlJ4EWSDLxcVFMf7m6OhIp9PLy8uxvEodzhKCIEePHu3p6dmxY4esWZyr6k/O4OCgfL+486PhyVHsVJOTAzEg2q1QMxgMMpkcFhZWWlpaUVGxbNmy5uZm7F81xqNHj6KiorCbrpqaGgDAqFGjPDw8sKCWku7/G/ISCATR0dEMBiMiIuL8+fNYqY2NDZvNnjlz5r179ygUiqenp7W1tY2NjaOj48WLF5OTk3G9y1NQUMBisWJjY5X6iaG0U/DHQBwO+UCWUtrb221tbevq6ubOnVtfX3/jxg0dzhKTyTx+/Hh4eHhqaio2iSm6qubkSKVSNaPW8OSoOj9qTk5FRUV9fb2qMzN83L17V1XWlUmAXbUpop04JRLJwMDA+fPnvb29jx8/np2dPWHChPXr14P/xqPYbPa5c+dmzJiBoqhYLNa8ZTabzefzZ86cWV5ezmazh7TH9Y7jp59+Ki8vP3369IULF3JychT91K1TXCBLKVKpdNSoUaNGjerr6xOLxTqfpWnTpn3xxRd//etfFy9ebNjzo+HJ0aHTsLAwmM+pAyr/syi9E1W6IMTn81ksFolEioiI6O7uPnLkCJVKnTFjBplM/sc//sFkMpcsWSISiSIiIqhU6ttvvx0aGspgMH788cfRo0dPmzYN11psbKx8yKujoyM0NJRGo2G3NyiKRkVFUanU8vLy+fPn02i0U6dO2dvbe3p6fvvtt6NGjXJ3d5f1XlNTIwujWVhYZGVlhYeHywa4e/duRT8x+02bNuE6xXmF8xkXyGpqapJfaFm1ahVWZGFh4ebmlp+fj6Kotmdp1apVZDK5qKgIRVGpVPruu+9iC0K486P+5KSnp8v36+npaWFhkZubKztLmpycrKwsXKfqTw5cENIZVf4rf03JN998Q6FQ4JsQIJoD34SgM6r8H6Fna4VCIfJHsCwEImOKPpsWqGbpmhqa4YD5nJri4OCAm7KN8iYorTBFn00LDdM1dcjqRGE+JwSiHlykVGm6ZmpqKi6xU5WZmsAyDpjPCYEMAS5SqjRdMy8vD5fYqcpMaWBZKTCfEwIZAoFAEBwcjEVKGxoa1FgaNrET5nNCIEOAi5SqStcEf0zs1D+rE+ZzQiD/H6VxTlykVGm65pIlS3CJnarMcIFlGTCfEwJRhz4PIeiZ2AnzOSGQ4cLgiZ3mkc8J7zkhxufy5csGb9POzg73hW9Zto0q1BsMWV098+bN07YKnDkhEIICxQmBEBTlD76XlZXt2rVLFimCmASDg4O9vb2jR49+3XpvbW3VJNRBWMaNG6f0ySH42Xnz4c6dO6dOnfryyy+N7QjEMMDLWgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFPiCL3Pgxx9/bG5ubmxsfPjw4alTpwAACxYsGDVqlLH9gugFfBOCOfDXv/41IyND9lOy2WytvmYFISbwstYcWLFihewlOhYWFh999JFx/YEYBChOc8Dd3V327VBnZ+dly5YZ1x+IQYDiNBOWLl1qZWUFAGCxWK6ursZ2B2IAoDjNhKVLlzo5OVlZWcFrWrMBrtaaCQ4ODq6urhKJZPHixcb2BWIYzEGcHR0dv//+u7G9MD6zZ88+e/asQCAQCATG9sXI2Nrajhs3zthe6Is5hFIOHz78z3/+U/aZcbOhq6vrl19+mTZtmob2g4ODAoFg4sSJ+nddWlqqw4d3iMO///3v8+fPG9sLfTGHmRMAEB8fv2DBAmN7YWAePHhQVFS0ZcuWke/6xo0bRunXUERFRRnbBQMAF4QgEIICxQmBEBQoTlOlqakpOjpa21ooiubn5+vWY1dXV1ZWVn5+PoVCcXBwyMvLU2pWVFSUnJx86NAhHUq7u7tnz57d1dWF7V66dMnZ2ZnBYMTFxQ0ODuKqnz179vr167qNxSSA4jRVXF1dz507p22t+vr69vZ2HbpDUXTFihVJSUk8Hq+/v7+urm779u2Kq4nnz58vLCycPHnynj17ysrKtCrt6+vj8Xi3bt2SHREKhRUVFW1tbZ2dnVVVVbjqMTExR44cMeOniKE4TZX169cHBgbGxcXNmjXL29vb1dW1qakpJibGw8ODTqdzOByhUAgAmD59+saNG+vq6qytrfl8/sqVKzMyMuLj46dOnapVd1VVVSwWy8bGBgAglUqFQiGJREIQBGcmkUiCgoISExODgoIGBga0KqVSqYcPH/b09JQdiY+P9/Pzo9PpDAbDyclJsXpsbKzSL1uaB1CcpkpmZiYAYO3atV5eXnfv3g0ODr59+zaPx5szZ45IJOJwOMXFxQCAzZs3AwD8/PwSExMBABs2bEhPTz9x4oS2F4S1tbWyYNXJkyfDwsJyc3MVzSIjI2tra0kkUk1Nzdy5c7UqVUVDQ4ONjY2/v79idR8fn9raWq0GYkJAcZoDlpaWbDZbKpUCABgMBoVC4XK5jY2NBuxCJBLJvnTOZDIvXrwYFxenaJaRkbF48eL+/v6EhIScnBytSpXS1ta2b9++AwcOKK1OpVJFIpFeAyMwZhLnhMiQSCSDg4NlZWVeXl4AAARBBALBwMBAb28vZtDZ2SmRSCwttfvpmUxmf38/th0WFqbK7OXLl83NzdXV1fX19YqfgldfqohAIPjuu+8yMzMxbxWr9/f3M5lMrQZiSqCmz6FDh86cOWNsLwzP/fv309LSVJXGx8dbWFgAABgMxpUrV+zt7UNCQiorK8lkspWVVVhYWHd3N4qiT58+ZbFYbm5uvr6+4eHhDx8+ZDKZXC43ICBATdeRkZG4I3w+n8fjYdtZWVlZWVkoipaUlERERMibtbe3Jycnh4eHp6SkiEQinIH60mfPnvn7+yMI4u7uXlZWhqJoamqq7A81OzsbVx1F0erq6jVr1mjivykCxUlc1ItTKZWVldpWUYriH7dUKk1ISOjp6ZE/2NbWFh0draYd9QZDVh8SHo/36NEjxePmIc7X+p4zPj4+MDBwSDPFaJs8KSkpCIIgCGJtbT179mzFWyDMYPz48T09PbKDixYtQhAEC1Tev3/f0dFx7Nix2E2jPmzdurWgoIDP5+vZjiIIguzdu7e4uBiVC5/k5eWlpaWpqaXeYMjq6iktLU1ISBg7dqzOLRAdY/93MAA6z5xisVj91R3G8ePH79y509vby+Vyy8vLFQ08PDza29u7u7vj4uJyc3NVGeAO2trayraPHTtWV1eHM9Bh5jQUpj7zmLr/GGY7c86fPz8kJCQgIODMmTPvvPOOjY2NmoAYLhiIK8VF21paWpQGCS0sLFAUZTAYAAChUDhkpxCIesx2tXbTpk27d+8+ePBgSkrK3Llzy8rKZsyYkZqaqhg3BwBs3ryZz+fLgoFKkUXbAACKQUJHR0cAwLx58z744AMAQHFxsXynOo9CKBReu3ZN5+o609XVZZR+DYXi3YcpYrbiBADY2Niw2Ww2m71582YsFi8SiWQvwtIK+WibUtrb248ePVpVVUUmkwEAT5482b9/v6xTpVVQFH316hX2dtnBwUFs6RVHa2vrcNxADklXV5dR+jUUio8fmSLmLE4MNze3zMzMdevW9fX12draKrVRDAbKg4u2qYLH4x09enTTpk07d+5U1Wlvb++hQ4dWr14NAPDw8Ni/f39iYuKzZ8++/fbb+fPnK7bp6+u7adMm7QZsCK5du2aUfg2FSU/7/x9j3/QaAKULQlFRUVQqtby8vLW1lcPh0Gi01atX42ywUGFubi4uGIgzw0Xbmpqa5JeRsOlxwoQJL168uHbtGoIg69evl+901apV8if8q6++wipevXp1ypQpZDLZxcXl6NGjiuOCC0I6Y+r+Y5jJa0psbGzM9U0I2dnZI991VFRUSUnJyPdrKEzdfwyzXa1VRCgUIn8Ey9vQzYyYoJqla2pohgPmc44wr5E4HRwccJcNSihsIssAACAASURBVBeHNDQjJhqma+qQ1YnCfM4R5zUSp3nQ2dnJ5XIZDEZoaGhHR4fSdM3U1FRcYqcqM1UxW0VgPufIA8VpYhQWFgYGBra2tvr5+RUWFipN18zLy8Mldqoyc3Fx0fDKEOZzjjxQnCaGQCAIDg5mMBgRERENDQ1qLA2b2AnzOUce849zmhlsNpvP58+cObO8vJzNZqtK1wR/TOzUP6sT5nMagREI1ww3r1XKWEdHR2hoKI1Gw+45laZrLlmyBJfYqcoMF7OVAfM5iQAUJ3HR5yEEPRM7YT4nEYD3nOaJwRM7YT7nyAPvOc2Ty5cvG7xNOzs7Ho8nfwR7A6Aa1BsMWV09Jv2pJU2AMycEQlDMZOasr68fPXq0sb0wMI2NjY2NjUZJ3RKJRCadMmYemMOD77/88suFCxeM7YXhkUqlYrEYSxDVBKFQ+Ouvv2r+PU819PX1yaKapsjYsWN1+JAM0TAHcUIw7ty5c+rUqS+//NLYjkAMA7znhEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgcnW5kBOTs73338/ODjY29s7evRoBweHc+fOKf1UNsSEMJN3CL3mvPHGG7dv33758iW2O3PmTKhMMwD+hObAggULZN8ppNFouG9pQ0wUKE5zgEKheHt7Y9tMJvPdd981rj8QgwDFaSakpqZiH8+cPHkyhUIxtjsQAwDvOc2EsLAw7M298h//gZg0cOY0EywtLQMDA6lUakhIiLF9gRgGQ86ca9euNWBrEG2xsLBwcHD47LPPNDHu6uqys7MbbpeI0++IsXTpUn9/f4M0ZUhx3rlz5+uvvzZggxCtQFH0yZMnHh4emhh/8sknf/nLX4bbJUVWr16dlpZGIpFGvusR4H//939//fVXIoqTRqONHz/egA1CtMXLy0tDSzqdbpQfi8FgjBs3TvNvTJgWTk5OBmwN3nNCIAQFihOCp6mpSYevAKEomp+fbxAHurq6sM/a7969m0KhODg45OXlKZoVFRUlJycfOnRIaSPqSwEA3d3ds2fP7urqAgBcunTJ2dmZwWDExcUNDg7iqp89e/b69esGGZpWQHFC8Li6up47d07bWvX19e3t7fr3jqLoihUrkpKSEARZs2ZNf39/XV3d9u3bcQ+Bnz9/vrCwcPLkyXv27CkrK8M1or4UANDX18fj8W7duoXtCoXCioqKtra2zs7OqqoqXPWYmJgjR448fvxY/9FpBRQnBM/69esDAwPj4uJmzZrl7e3t6ura1NQEAIiJifHw8KDT6RwORygUTp8+fePGjXV1ddbW1nw+f+XKlRkZGampqS0tLVOnTtW596qqKhaLhT1QAQCQSqVCoZBEIiEIIm8mkUiCgoISExODgoIGBgZwjagvBQBQqdTDhw97enpiu/Hx8X5+fnQ6ncFgODk5KVaPjY3dtWuXzoPSDShOCB7sa/Br16718vK6e/ducHDw7du3AQA8Hm/OnDkikYjD4RQXF2/evBkA4Ofnl5iYCADYsGFDenp6Xl6ei4uLPheBtbW1Pj4+st2TJ0+GhYXl5ubizCIjI2tra0kkUk1Nzdy5c7UqVUVDQ4ONjY2/v79idR8fn9raWp0HpRtQnBB1WFpastlsqVSK7TIYDAqFwuVyGxsbh6lHkUgk/91eJpN58eLFuLg4nFlGRsbixYv7+/sTEhJycnK0KlVKW1vbvn37Dhw4oLQ6lUoViUR6DUx74ON7EC2QSCSDg4NlZWVeXl4IgggEgoGBgd7eXqy0s7NTIpFYWur1R8VkMvv7+2W7YWFhSs1evnzZ3NxcXV1dX1/v7OysVakiAoHgu+++y8zMxJxXrN7f389kMnUflW6ghiMyMtKArUGGFTU/Vnx8PJYOymAwrly5Ym9vHxISgqJoZWUlmUy2srIKCwvr7u5++vQpi8Vyc3Pz9fUNDw9/+PAhk8lcsmRJU1NTQECAqsZjY2P7+/vVOMbn83k8nmw3KysLW7ktKSmJiIiQHW9vb09OTg4PD09JSRGJROpLFas/e/bM398fQRB3d/eysjL5B5Kzs7MVq1dXV69Zs0btGUVRFD169OjJkyeHNNMQKM7XFB1+rMrKyrS0ND37HVKcUqk0ISGhp6cHd7ytrS06OlpVLfWlmhioh8fjPXr0aEgzw4rTfO454+PjAwMDgcZhOsXQFgDg1q1btra2SgMJixYtQhAEa/n+/fuOjo5jx46V3YxhSCSSjz76yMbGxtbWFltWGfmBpKSkIAiCIAiNRvPz8yssLNTNDUW2bt1aUFDA5/MN1aBSEATZu3dvcXEx+sfYSV5eXlpamqpa6ks1MVBDaWlpQkLC2LFjdauuO4ZSOWrsmVMsFqu5mpKnt7e3vr7++PHjd+7c6e3t5XK55eXlstItW7acPXtWaUVbW1vZ9rFjx+rq6nAGFRUVH374YV9fX2NjI3YxpgMaDgQbBYqiigPx8PBob28XCoXHjh2zt7c/ceKEYnVj/VhDzpwmjSnNnLhQGC5Qpmh/+fJlJycna2vrf/7zn3Z2djQaLTc3Nzo62tramkaj0en0MWPGkEgkLCtKVWtYmA4AgIvUtba2BgQEkEgkZ2dna2trXGhLJBKFhoZSKJSsrCwAgIbBOpwP7u7uV69e/e2339zc3LDskKamJj0Hon4UQCFGJ6vOZDIXLVq0bdu2oqIiXX9AiDEZXnHiQmG4QJmi/T//+c/s7Oyenp45c+Z0dXXdvHnzwoULmzdvjoyM7OjoWLhwYUZGhlAofPLkyeDgoKrWZNeTuEjd5cuXp06d2t3d/eabb7a2tmI2stBWYWGhn5/f8+fPP/30UwCAhsE6nA8TJ04sKChITU0NDQ2tr68HALi6uuo5EE1GIT8QnId+fn4dHR2a/FgQojHSoRRZoOzChQuKpatWrVq7du3BgwcXL168devW5uZmbG6h0WgUCsXT09Pa2trGxsbR0RG72VPfGoYsUhcSEvKXv/zl4MGDwcHBfn5+4I+hrUePHr3//vskEklNJABF0VevXo0aNQoAMDg4KFvSlPeBy+VyudwrV64sXbr0559/rqioWLZsmf4DUTMK3EBwPH782N3dXfF4U1NTSkqKqpEOH7/88guPx8POofnx22+/LV++3FCtDa84FUNh8oEyRXsPD48zZ878/e9/X7FixbFjxyZMmLB+/Xo17atvDUdPT09SUtLGjRuxXVxoy8XFpaKigsPhPH78eMqUKUpb8PDw2L9/f2Ji4rNnz7799tv58+c/e/ZM3oczZ87Y2trOnDnT0dFRIpEAAI4fP56dnW3AgeBGoTgQDKlUKhaLb968uW3bth07dii24+TkJN/IiNHQ0PDZZ5+Zaz7n999/b8jmDHXziipbY8CFwnCBMsUWNm/ebGlp6ebmtnr1aiqVOmPGDDKZ7OzsTKPRTp06ZW9v7+np+e23344aNSo9PR3XGhady83NxTaysrJiY2PlI3U///wz9uYrMpn85Zdf4kJbT5488ff3t7a2njRp0rRp05QG665evTplyhQymezi4nL06FFUIfT3008/sdlsS0tLT0/P8+fPoyh65MgRPQcC/hhvxI0CRVHcQNatW0elUi0sLKysrCZNmvT1119r+GONDHBBSHNGdLXWIIEynVs7efLkDz/8IJFIrl69GhoaahQf9G/EUKOA4hwOTFicISEhdDq9srISRVHF9KL29natupNvTRNKS0tdXFzIZPKUKVNqamq06stQPujfiKFGoa04pVJpXl6e/mZKxdnZ2blz5868vDwymcxkMnft2qW0bldXV0RERGdnJ7a7b98+JycnBweHH3/8cUhjrez/9a9/sVgsOp2+cOHCgYEBFEX//ve/r1y58uDBg5jx999//3//93+KjZiwOCHEQdsfq66uLj09XX8zRXFKpdKFCxfKbnOam5udnJykUimu4suXL5cuXcpisTD93L9/39fX9+nTp9euXcPuINQYa2uPCx2XlJRMnTq1oKDgzTffLC0txaqkpKQoPjNkSnFOiAnR2dnJ5XIZDEZoaGhHR4eqdE2DZ3XKJ3Cqyt4EChmYFy5cWL58uaurK4fDUXzDPc5YW/sh0zvBiGR4QnFC/kNhYWFgYGBrayv20J+qdE2DZ3XKJ3Cqyt5UpKWlJScnh06ne3p6apJpqa09UJveCUYkwxOKE/IfBAJBcHAwg8GIiIhoaGhQY2nYrE75BE5V2ZuK2Nvbp6SkdHR0bNmyZc+ePQa3V5/eCUYkwxOKE/If2Gw2n8/v6+srLy9ns9mq0jWBXFR23Lhxasw0RD6BMywsTMOXvs6cObOmpkYsFovFYgaDYVh7gUBQVFSUmZmJRa1evnxZX1+PpXfKhjkSGZ6GunlF4YKQSaH4Y3V0dISGhtJoNOyeU1W6pp5ZnYoLQvIJnLLsTXSoDEwURTdu3GhnZ+fr63v//v0hjbWyHzK9E1WR4QlXayEGQOcfS8/QrtLVWh0SOPUx1sFeEaUZnnC1FmJMDJ7VqVsCJw5t0zX1Se8EI5XhCd8hBNGOy5cvG7xNOzs7Ho+HO6hVtrq2qe06p8JjzJs3T5/qGgJnTgiEoEBxQiAEBcFd6OuDh4cHl8s1VGsQbXn16tXAwACNRtPE+MaNG2+99dZwu6TIrVu3Jk+ejGXbmB+PHj1KSUlZuHChQVozpDgN8qkMiM788ssvJSUlRsnShMiwtbU1VLaqIReEHB0dDdgaRFvs7e1pNBr8FcwG87y6gEDMAChOCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUOALvsyBnp4eiUTy/Pnz/v7+zs5OAICdnZ3i50YgpoUh34QAMRYrVqw4deoUiUSSSqWjRo2SSqWtra3m+iqQ1wf4+5kDy5cvt7S0fPbsmVAobGtri4yMhMo0A+BPaA5MnToV+4QeAMDR0XH16tXG9QdiEKA4zYR58+ZhN5m2trZTpkwxtjsQAwDFaSYkJyc7OTkhCBIZGWlsXyCGAS4ImQ/e3t5dXV3V1dVeXl7G9gViAODMaT4sXLiQRqNBZZoNBJ05P/nkk6amJrjkKE9PT49YLB49erQqg76+vubm5nHjxhm2XxRFGxsbx4wZY9hmicNvv/127949Y3uhBII+hPD8+fMTJ07Q6XRjO0IgSktLnz59+sknn6ixGRgYIJPJhu1XIpHExcV9//33hm2WOERFRRnbBeXAqcmsMLgyIUYEihMCIShQnOZAU1NTdHS0DhVRFM3Pz9et066urqysrPz8fAqF4uDgkJeXp2jT3d09e/bsrq4u2ZH9+/ezWCxHR8effvppSHv1xjj7S5cuOTs7MxiMuLi4wcFBAEBRUVFycvKhQ4cAAGfPnr1+/bpuIzUWBL3nhGiFq6vruXPndKhYX1+v27fhUBRdsWJFUVGRjY0Nj8draWmZMmUKj8eTf9q+r6+Px+PdunVLduTBgwcFBQU3btxobGwUCoW4NnH26o0V7YVCYUVFxdixY6Ojo6uqqvr7+wsLC5ctW7Znzx4WixUTE7Nq1Somkznc34o3IHDmNAfWr18fGBgIAIiLi5s1a5a3t7erq2tTU1NMTIyHhwedTudwOEKhcPr06Rs3bqyrq7O2tubz+QCAlStXZmRkxMfHT506Vaseq6qqWCwW9sygVCoVCoUkEgmXB0OlUg8fPuzp6Sk7cuHCheXLl7u6unI4nHfffRfXJs5evbGifXx8vJ+fH51OZzAYTk5OEokkKCgoMTExKChoYGAAABAbG7tr1y6thmlcoDjNgczMTGxj7dq1Xl5ed+/eDQ4Ovn37No/HmzNnjkgk4nA4xcXFmzdvBgD4+fklJiZi9hs2bEhPTz9x4oS2l3y1tbU+Pj7Y9smTJ8PCwnJzc4es1dLSkpOTQ6fTPT09a2trDWgso6GhwcbGxt/fPzIysra2lkQi1dTUzJ07FwDg4+OjeTtEAIrTDLG0tGSz2VKpFADAYDAoFAqXy21sbDRgFyKRiEqlYttMJvPixYtxcXFD1rK3t09JSeno6NiyZcuePXsMaIzR1ta2b9++AwcOAAAyMjIWL17c39+fkJCQk5MDAKBSqSKRSJN2CAIUp5kjkUgGBwfLysrGjRuHIIhAIBgYGOjt7ZUZdHZ2SiQSbZtlMpn9/f3YdlhYmL+/vya1Zs6cWVNTIxaLxWIxg8EwoDEAQCAQFBUVZWZmUigUAMDLly/r6+urq6vr6+ux8fb39zOZTE38JAooIVm0aFFvb6+xvSAWP/zww9dff620KD4+3sLCIisrKzY2lsFgXLlyxd7ePiQkpLKykkwmW1lZhYWFdXd3P336lMViubm5+fr6hoeHoyj68OFDJpPJ5XIDAgJU9SsWi2NiYnAH+Xw+j8fDtrOysrKyslAULSkpiYiIkNk8e/bM398fQRB3d/eysjLs4MaNG+3s7Hx9fe/fvz+kvRpjRfvU1FTZX3V2dnZ7e3tycnJ4eHhKSopIJEJRtLq6es2aNYoDjIyMVDV24wLFaTKoEacqKisr09LS9OxXqTilUmlCQkJPT4/8wba2tujoaM1b1spe28YV4fF4jx49UjxOWHG+Fpe1ihEwAMCtW7dsbW2VRiCU2svD5/OnTZtmbW3NYDACAgL09yclJQVBEARBaDSan59fYWGhtm0qZevWrQUFBdjCrGFBEGTv3r3FxcWo3LPZeXl5aWlpmjeilb22jeMoLS1NSEgwoTgKAK/HZe3x48fv3LnT29vL5XLLy8tlx7ds2XL27FnN7TF+//13e3v706dP9/T0CIXCdevWSaVS/f3x8PBob28XCoXHjh2zt7c/ceIErpYOM6dBUDpzmhNw5tSX58+fz507l0qlOjo6CoVCLpfLYDBCQ0M7OjqAQnzPycnJ0dGxtbV1zZo1Dg4OuAiYSCQKDQ2lUChZWVlK+8LZt7S0yIcBT58+vXDhwvfee4/BYDCZzJycHARBOjs75V3Syh/5rplM5qJFi7Zt21ZUVDSs5xNCfExGnAcOHGCz2Z2dnRcvXiwqKgoMDGxtbZVdAeLiewcPHpwzZ46zs/OHH34ou0SURcAKCwv9/PyeP3/+6aefqulRZu/i4iIfBnz69CmbzcYZFxYWyruklT+KXfv5+WH/dCCvMybz+N6jR4+ioqIoFMpbb71VWFgYHR3NYDAiIiLOnz8vs5HF9+bNm/fFF1/8/vvvJSUln3/+OfhjBOzRo0fvv/8+iUSytFQ5fHl7HK6urg8ePMAdFAgEii5p6I8ijx8/dnd3VzxeVFRUWlqq/kQZHBRF6+vrCZtXpT+PHz82tgvKMRlxstnsc+fOzZgxA0VRNzc3Pp8/c+bM8vJyxUkMAIAgyLp161JTU7GXRAoEgu+++y4zMxNTo4uLS0VFBYfDefz4sdJ3YeHscSxcuPDNN9/kcrnYM2UHDhxYuHAhm81W45J6f2RIpVKxWHzz5s1t27bt2LFDseuPP/5YfT7ncADzOY2GsW96laO4ICQSiSIiIqhU6ttvv/3kyZPQ0FAajYbd4KEoiovvoSgqkUg4HE5fXx+KorgI2JMnT/z9/a2trSdNmjRt2jTF3nH2TU1NuDBgdXX19OnTsYdvJk+e3NHR0dHRIe+SVv6gKLpu3ToqlWphYWFlZTVp0iSlCz9wQWiYIOyCEEFfU/L+++8XFRXBNyHIo8mbEIaD12HmLCkpMbYXSjCZBaFhQigUIn9EaXaSiYJqlq6poRkOmM853JjMPecw4eDgQMxrB4OgYbqmDlmdKMznHH5e95nT1MHFV3EZm1i6ZmpqqvrETpkZLqKrBpjPOQJAcZo2uPgqLmMTS9fMy8tTn9gpM8NFdNUA8zlHAChO00YgEAQHB2Px1YaGBjWWhk3shPmcIwAUp2mDxVf7+vqw+KpixqYsXVN9Yqe2WZ0wn3MkMGogRyUwZUwRpXFOXHwVl7GJpWsuWbJEfWKnzEwxoovCfE7jAcVpMujzEII+iZ0wn9NYwMva1wKDJ3bCfM4R4HWPc74mXL582eBt2tnZ8Xg8+SOylwBqiFb22jaOY968efpUNwpw5oRACAoUJwRCUAj64PuOHTtUPU752tLf3//q1Ss1yQADAwPPnz93dHQ0eNdCodDBwcHgzRIEqVT6ww8/GNsLJRBUnBAduHPnzqlTp7788ktjOwIxDPCyFgIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFChOCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBSZbmwMXLly4f//+s2fPfvnll+DgYCsrq5UrV1pYwP+8pg0UpzmQkZHx+eefS6VSbHfixIn37983rksQ/YH/XM2B5cuXu7i4YNuWlpYff/yxcf2BGAQoTnPAycmJxWJh2ywWa8mSJcb1B2IQoDjNhI8//phEIgEAXF1dnZycjO0OxABAcZoJCQkJTk5OZDJ5xYoVxvYFYhjg5xjMBBsbG09PT7FYrMl3MiEmwX/Eef/+ffWfXoUQn+nTp/f09MCXcZs6ZDI5ODgYyEIpa9ascXR0HD16tJH9guiBWCx+/PjxxIkTR6a7n3/+mUKh+Pr6jkx3Mnp6eioqKhYsWDDC/Y4Y33zzTU1NDZC/rP3ggw88PT2N5hHE1Dh8+LCNjc3Ii6SlpUUgEKSkpIxwvyPGxYsXsQ24IASBEBQoTgiEoEBxQgxPU1NTdHS0DhVRFM3Pz9et066urqysrPz8fAqF4uDgkJeXp2jT3d09e/bsrq4u2ZH9+/ezWCxHR0elC2k4e/XGOPtLly45OzszGIy4uLjBwUEAQFFRUXJy8qFDhwAAZ8+evX79uvoRwVAKxPC4urqeO3dOh4r19fXt7e06VERRdMWKFUVFRTY2Njwer6WlZcqUKTweD0EQmU1fXx+Px7t165bsyIMHDwoKCm7cuNHY2CgUCnFt4uzVGyvaC4XCioqKsWPHRkdHV1VV9ff3FxYWLlu2bM+ePSwWKyYmZtWqVUwmc+zYsaoGBWdOiOFZv359YGAgACAuLm7WrFne3t6urq5NTU0xMTEeHh50Op3D4QiFwunTp2/cuLGurs7a2prP5wMAVq5cmZGRER8fP3XqVK16rKqqYrFYNjY2AACpVCoUCkkkkrwyAQBUKvXw4cPyq54XLlxYvny5q6srh8N59913cW3i7NUbK9rHx8f7+fnR6XQGg+Hk5CSRSIKCghITE4OCggYGBgAAsbGxu3btUjMoKE6I4cnMzMQ21q5d6+Xldffu3eDg4Nu3b/N4vDlz5ohEIg6HU1xcvHnzZgCAn59fYmIiZr9hw4b09PQTJ04MecmHo7a21sfHB9s+efJkWFhYbm7ukLVaWlpycnLodLqnp2dtba0BjWU0NDTY2Nj4+/tHRkbW1taSSKSampq5c+cCAHx8fNS3A8UJGXYsLS3ZbDaW0cZgMCgUCpfLbWxsNGAXIpGISqVi20wm8+LFi5o8KWVvb5+SktLR0bFly5Y9e/YY0Bijra1t3759Bw4cAABkZGQsXry4v78/ISEhJycHAEClUkUikZrqUJyQEUUikQwODpaVlY0bNw5BEIFAMDAw0NvbKzPo7OyUSCTaNstkMvv7+7HtsLAwf39/TWrNnDmzpqZGLBaLxWIGg2FAYwCAQCAoKirKzMykUCgAgJcvX9bX11dXV9fX12Pj7e/vZzKZ6ppAURRF0dWrVwsEAhQC0ZhDhw6dOXNGaVF8fLyFhUVWVlZsbCyDwbhy5Yq9vX1ISEhlZSWZTLaysgoLC+vu7n769CmLxXJzc/P19Q0PD0dR9OHDh0wmk8vlBgQEqOq3ubl5xYoVuIN8Pp/H42HbWVlZWVlZKIqWlJRERETIbJ49e+bv748giLu7e1lZGXZw48aNdnZ2vr6+9+/fH9JejbGifWpqqkxl2dnZ7e3tycnJ4eHhKSkpIpEIRdHq6uo1a9YoDjAyMhLbgOKE6IgacaqisrIyLS1Nz36VilMqlSYkJPT09MgfbGtri46O1rxlrey1bVwRHo/36NEjxeMycaq8rB0zZsy2bdvUzLe4eFRQUFBSUtKQc71BiI+PxxYDh4ynyfzULfLG5/MdHR3pdPrChQuxUJU8KSkpCIIgCEKhUN56662ff/5ZVe/y4E4U1gj2MFp9fb2Dg8P48eO19RMHdn6G++TowNatWwsKCrCFWcOCIMjevXuLi4tRudfu5OXlpaWlad6IVvbaNo6jtLQ0ISFBTRwFANWXtadOncrMzFQl+rq6uvT0dPkj165dS0pK0v3fiDaIxWI1lz3yKPqpFadOnbpx48bz589nzJhx6dIlRQMPD4/29vYXL16sXbv2o48+0qR3xRPl6+uLIMiPP/6Ioug333xz7949nR3G0PD86HlydJg5DYLSmdOcGHrmBADs3LmTTCYHBQW1tLQAAJqamuzs7Gg0Wm5uLhaPWrZs2dy5c6lUqqOj46tXr+7du+fj4+Pi4vLkyRPF1nAhr87OTi6Xy2AwQkNDOzo65s+fHxISEhAQYG9vb21tTaPR6HT6mDFjSCRSSEgIrndZm7J4WlpaGjaJ/elPf1L0MzU1FbPEdYpzSdHn2NjYN998c3BwUCqVjhkzpqWlRVX8bWBg4M9//rPSs5Samvr8+XM1JyoqKmrOnDnLly+XTc44PwEAOpwfPU+O4k+m7n88ZBhQ94RQUlLS3/72t/Xr1xcWFn7xxReurq5dXV0PHjxYtWrVhg0bZs6caWtrS6VSv//++19++WVgYMDb2/vSpUsff/zxrf/X3rkHNHGl/f8MCOQGBEOMLAhERcEFEcVX1rpykYs3FFoutljr6uoqqGHRVXyxd/dmzAAAIABJREFUW18raAEX8EalQNFtt951YXURXiWo60JpvSEtvFUiSrjmAkIFkpj5/TG/ZtNJCEkIZJKez1/D8Mw5zxz9cmbOM9+Zhw9dXV1xraWkpJSUlNy4ceODDz549OhRfX29v7//1atX09LSCgoK9u7de/To0eLi4suXL3/77bfFxcVbtmxZsmTJ6tWrMXko987hcLA2MzIyAgICAADZ2dnZ2dm///3vly5dqprnwYMHZTJZQEBAQUGBcqe4lJydnVUHoaSkZMOGDYmJiWw229LSUrX+xmQyAQAeHh7x8fEAALW9Z2Vlsdns4QYKQZAzZ874+fkdPnwYu87B5ZmamqrH+IxycFJTUzWPD4qidXV1EyaM90NmYrH45cuXpaWl49zvuNHX14dtaBpZGo1mY2MTFhZ27do1AEBlZeWGDRva2tqwP9UAgGfPnq1atQq748IcaJaWlm5ubop3NKqiKHnxeLyoqCgajRYREVFWVgYAsLOzY7PZgYGB33//PYlEcnd3t7W1tbOzYzKZcrlctXcc+fn5LBYrJiZGQ6Rqp+DnVThV1q9f//bbb6enp+fk5Ki9x+ju7ra3t6+vr1++fHlDQ8P9+/dVex9xoBgMxtmzZ8PDw5OTk/39/dXmOZrx0XtwNI9Pb29vV1eX2nEbO3p7ewcHB8e/33FDUUnSJE6ZTDY0NFRWVubp6QkAOHv2bFZW1owZM3bv3g0AEIvFU6ZMuXr16uLFi1EUlUqlOmXAZrO5XG5gYGBFRQWbzR4xHtc7jnv37lVUVFy8eLG8vDw7OxuXp+Jsde00Jyfnvffes7e3t7S0HK5eLJfLLS0tLS0tBwYGpFKp6ijJZDI2mz3iQC1cuPCjjz768MMP165dq2uemsdnjAYHQZDQ0FCj+Dn/7//+z4xf//mfiwLs1lN1QYjL5bJYLGtr64iIiN7eXhRFT58+TSaTFy9ebGNj8+WXXzIYjJUrV0ZERJDJ5N/85jchISE0Gu1f//rXxIkTFy5cqHqbiyt5iUSikJAQCoWC3eGsWrWKTCZXVFSsXr2aQqFcuHDBwcHB3d39iy++sLS0TEtLU+7d3d3dwsLiyJEjinpaeHi44tyOHj2Ky3PdunVY5N69e5U7xaWkmnNxcTGdTieRSEFBQW1tbXw+X3mhZdu2bViPFhYWLi4ueXl5akdp3bp1QqFwuIHatm2bjY1NYWEhiqJyuXzlypXff/89bnBQFNVjfLDE9B4c1X8y3ODABaExAtY5IaMFinOM0Gq1djQIBALk56h12RAKU8zZtEC1s2tqGYYD+jm1xdHRETW1r7CYYs6mhZZ2TT1cnSj0c0IgmsEVS3GOTUVlVbOxUxGmobCMA/o5IZARwIqlHR0dPj4+BQUFOMcmZtfMzc3VbOxUhDk5OWlp7IR+TghkBHg8XlBQEFYs1fyacsMaO6GfEwIZAaxYOjAwgBVLVR2bisqqZmOnrq5O6OeEQP6D2lIKrkKLc2xids1169ZpNnYqwnCFZQzo54RARmA0dc7RGDuhnxMCGUMMbuw0Sz8nfG8txAjcunXL4G3S6XSFXQlD8RJALdEpXtfGcaxYsWLEGDhzQiAE5T8z5/Xr1zFrIgSiDXV1dWQy+c2bN+Pcr1gsbm5uvnDhwjj3O26IxWJs4/9/n7Ourq6xsdGoKUFGC5/P//bbb1etWjU+3WH/c3BP4Yxb10bpd3ygUCjvvPMOUMyc8+fP1/UF+BCi8fjx4x9//PH99983diIQwwDvOSEQggLFCYEQFChOCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUBAUfrrH9PnTn/50+fJlFEWHhoYoFIqtrW1dXZ2lpaWx84KMCjhzmgMLFy7s7u7m8XhtbW1Pnz5lMplQmWYAFKc5sHLlyokTJ2LbNBpt+/btxs0HYhCgOM0BKyur2bNnY9sMBiMiIsK4+UAMAhSnmZCcnOzg4AAA8Pf3t7KyMnY6EAMA3/huJgQFBWGfjsW99RxiusCZ00ywsLBYvHixtbX1okWLjJ0LxDCYZCnl9OnTlZWVxs7C8Lx+/RpBEMVHYHVFKBQ2Nzfr8f5huVz+6tUrOp2uX7/Ex87O7uTJk8bOQmdM8rL266+/TktLc3Z2NnYiBubs2bMkEikqKkrvFtra2n71q1/pepRAINi/f//x48f17pfgvPvuu8ZOQR9MUpwAABqNht1imRNkMplEIo3mvPQ7dmhoyMrKyvzGU4GJVn3hPScEQlCgOE0DPp+v3+UuiqJ5eXn6ddrT05OZmZmXl0cikRwdHXNzc1Vjent7ly5d2tPTo9hz8uRJFovFZDLv3bs3YrzmYFz8zZs3J0+eTKPR4uLiJBIJAKCwsDAxMfHzzz8HAFy5cqWurk6/MyUmpnpZ+0vD2dn56tWrehzY0NDQ3d2tx4Eoim7evLmwsNDOzo7D4bS3t8+ZM4fD4Sh/3mtgYIDD4Tx8+FCxp6mpKT8///79+y9fvhQIBLg2cfGag1XjBQJBZWXl1KlTo6KiqqurBwcHCwoKNmzYcOzYMRaLFR0dvW3bNgaDoflz0SYEnDlNg927d/v7+wMA4uLilixZ4unp6ezszOfzo6Oj3dzcqFRqQECAQCBYtGhRampqfX29ra0t9lH3rVu3pqenx8fH67qKW11dzWKxsBtRuVwuEAisra1xH94jk8klJSXu7u6KPeXl5Zs2bXJ2dg4ICFi5ciWuTVy85mDV+Pj4eB8fHyqVSqPRJk2aJJPJFixYsHHjxgULFgwNDQEAYmJicnJydDpNIgPFaRooPnKekpLi4eHx5MmToKCgR48ecTicZcuWCYXCgICAoqKiffv2AQB8fHw2btyIxe/ZsyctLe3cuXO6XvLV1tZ6eXlh2+fPnw8LCzty5MiIR7W3t2dnZ1OpVHd399raWgMGK2hpabGzs/P19Y2MjKytrbW2tq6pqVm+fDkAwMvLS/t2iA8Up0kyYcIENpstl8sBADQajUQihYaGvnz50oBdCIVCRcWVwWDcuHEjLi5uxKMcHBySkpJEItH+/fuPHTtmwGCMzs7OEydOnDp1CgCQnp6+du3awcHBhISE7OxsAACZTBYKhdq0YxJAcZo8MplMIpFcv3592rRpCILweLyhoaH+/n5FgFgslslkujbLYDAGBwex7bCwMF9fX22OCgwMrKmpkUqlUqmURqMZMBgAwOPxCgsLMzIySCQSAOD169cNDQ137txpaGjAzndwcJDBYGiTp2mAmiCJiYkvXrwwdhaG58yZM+fPn1f7q/j4eAsLi8zMzJiYGBqNdvv2bQcHh+Dg4KqqKhsbGysrq7CwsN7e3tbWVhaL5eLi4u3tHR4ejqLo06dPGQxGaGjovHnzhuu3q6trw4YNuJ1cLpfD4WDbmZmZmZmZKIqWlpZGREQoH+jr64sgyJQpU65fv47tTE1NpdPp3t7ejY2NI8ZrCFaNT05OVvy/zcrK6u7uTkxMDA8PT0pKEgqFKIreuXNnx44dqicYGRk53LkTGShOAqFBnMNRVVW1a9euUfarVpxyuTwhIaGvr095Z2dnZ1RUlPYt6xSva+OqcDicZ8+eqe43UXH+si5r4+PjsTVPzXC5XCaTSaVSY2NjsXqaMklJSQiCIAhia2u7dOlS1ZscLGD69Ol9fX3YnjVr1iAIghUqGxsbmUzm1KlTsTvGUXLgwIH8/HxsYdawIAhy/PjxoqIiVOnp69zc3F27dmnfiE7xujaO49q1awkJCWZTRwHgF3ZZK5VKNVzdKbhw4cL9+/dfvXq1ePHimzdvqga4ubl1d3f39vbGxcUdOXJkuADlPfb29ortr776qr6+XvUoPWZOg6B25jQn4MxpTFavXh0cHDxv3rxLly699dZbdnZ2GupdqsVAHDExMX5+fhKJRC6Xu7q6tre3qy0SWlhYoCiKrWQIBIIR+4VAdMJMxLl3714nJ6eLFy8WFRUtX7785cuXJSUl6DBuONVioColJSVMJtPX15fNZjs5OakWCZlMpq2t7evXr99//30AgDb9QiA6YT6P79nZ2bHZbDabvW/fPkx+QqHQ0dFRv9bWr1//9ttvp6en5+TkqL0R6u7uPnPmTHV1tY2NDQDgxYsXJ0+eVPSrGo+i6Js3bzB7hEQisbBQ82cRRdG//OUv58+f1y9nvRkaGnr69GlsbOw49ztuGLYCPG6YjzgxXFxcMjIydu7cOTAwYG9vrzZGbTFQmZycnPfee8/e3t7S0lJDUZvD4Zw5c2bv3r2ffPLJcP329/d//vnn27dvd3NzO3ny5MaNG7u6ur744ovVq1erTWz79u3vvPOOjic9WgQCwb59+z799NNx7nfciImJMXYKemHUO149UV0QWrVqFZlMrqio6OjoCAgIoFAo27dvVz0QqxampKTgioE4iouL6XQ6iUQKCgpqa2vj8/nKy0jY9Dhjxowff/zx3//+N4Igu3fvVu5327ZtyiP8l7/8BUXRu3fvzpkzx8bGxsnJ6cyZM2rPCy4IjREmuiBkJuI0D6A4xwgTFaeZLAipRSAQID9HrS9JyzBigmpn19QyDAf0cxoXc7vnVMbR0RHVYuFUyzBioqVdUw9XJwr9nMbGnGdO80AsFoeGhtJotJCQEJFIhCvSYnbN5ORkzcZORdhwNVtVoJ/T6EBxEp2CggJ/f/+Ojg4fH5+CggJckRaza+bm5mo2dirC1NZs1QL9nEYHipPo8Hi8oKAgGo0WERHR0tKiIdKwxk7o5zQ6UJxEh81mc7ncgYGBiooKNputWqRV2DU1Gzt1dXVCP6fxMepasZ78okopIpEoJCSEQqFg95w4xyZm11y3bp1mY6ciDFezxYB+TmICxUkgRlPnHI2xE/o5iQm8rDUTDG7shH5Oo2POdc5fFLdu3TJ4m3Q6HfdBQcVLALVEp3hdG8exYsWK0RxOQODMCYEQFChOCISgmOT3OZOSkn744QdsPd2cEIlECIJgX4/XA5lMNjQ0RKVS9TiQz+e7ubnp1y/xaWpqampqMnYWOmOS4oSo5fHjxxcuXPj444+NnQjEMMDLWgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFPiCL3Ogvb19YGCgtbVVLBY3NzcDANzd3dV+PBtiQsA3IZgD27dv//LLL62trVEUtbCwQBCkra3N2ElBRgv842oObNq0acKECZ2dnV1dXR0dHW+//baxM4IYAChOc2D27NmK14JNmjQpMTHRuPlADAIUp5kQFRWFfTxz4sSJs2bNMnY6EAMAxWkmJCYmslgsBEHeeecdY+cCMQxwtdZMcHNzc3R0RFH097//vbFzgRgGOHOaD2vXrqXT6cofgYeYNPqXUurq6t5///0ZM2YYNiGI3gwNDXV0dOj34vZnz55NmzbN4CmNSGdnJ5VK1ebLuabIjz/+OHfu3KysLP0OH9VlbUJCwocffjiaFiCGRSaTTZigz7/pqlWrSktLDZ7PiGRlZQUEBPz2t78d/67HgaampsLCQr0Ph5e1ZoV+yoQQEyhOCISgQHFCRoDP50dFRel6FIqieXl5+vXY09OTmZmJoujRo0dJJJKjo2Nubq5qWG9v79KlS3t6erAfT548yWKxmEzmvXv31DarU7xy8M2bNydPnkyj0eLi4iQSCRZQWFiYmJj4+eefAwCuXLlSV1en38lqAIoTMgLOzs5Xr17V9aiGhobu7m49ukNRdPPmzVu2bEEQZMeOHYODg/X19YcOHcKtXA4MDHA4nIcPH2I/NjU15efn379/v6ysTCQSqTarUzwuWCAQVFZWdnZ2isXi6upqAEBZWVlBQcHs2bOPHTt2/fr16Ojo06dPY5YDAwLFCRmB3bt3+/v7AwDi4uKWLFni6enp7OzM5/Ojo6Pd3NyoVGpAQIBAIFi0aFFqamp9fb2trS2Xy926dWt6enpycnJ7e/v8+fO17666uprFYtnZ2WE/yuVygUBgbW2NPf+kgEwml5SUKOpG5eXlmzZtcnZ2DggIWLlypWqzOsXjguPj4318fLBV5UmTJgEAZDLZggULNm7cuGDBgqGhIQBATExMTk6O9qepDVCckBHIyMjANlJSUjw8PJ48eRIUFPTo0SMOh7Ns2TKhUBgQEFBUVLRv3z4AgI+Pz8aNGwEAe/bsSUtLy83NdXJy0umSr7a21svLS/Hj+fPnw8LCjhw5ovmo9vb27OxsKpXq7u5eW1s7Yi+6xgMAWlpa7OzsfH19AQCRkZG1tbXW1tY1NTXLly8HAHh5eWnZjvZAcUJ0Y8KECWw2Wy6XAwBoNBqJRAoNDX358qWh2hcKhWQyWfEjg8G4ceNGXFyc5qMcHBySkpJEItH+/fuPHTs2Yi+6xnd2dp44ceLUqVPYj+np6WvXrh0cHExISMjOzgYAkMlkoVA4Yjs6AcUJ0R+ZTCaRSK5fvz5t2jQEQXg83tDQUH9/P/ZbsVgsk8l0bZPBYAwODip+DAsLwyYrzQQGBtbU1EilUqlUqs0jDTrF83i8wsLCjIwMEomE7Xn9+nVDQ8OdO3caGhqw8x0cHGQwGCP2qxuovnz99dcHDhzQ+3AIoYiMjBzuV/Hx8RYWFpmZmTExMTQa7fbt2w4ODsHBwVVVVTY2NlZWVmFhYb29va2trSwWy8XFxdvbOzw8/OnTpwwGY926dXw+f968ecM1npmZefv2beU9XC6Xw+EoB2Art6WlpREREYr9XV1dvr6+CIJMmTLl+vXrKIqmpqbS6XRvb+/GxkZcsK7xuODk5GSFXrKyslAU7e7uTkxMDA8PT0pKEgqFKIreuXNnx44duLNrbGzctWuXhmHXDBQnBEU1inM4qqqqRvM/D0NVnHK5PCEhoa+vDxfZ2dkZFRWlZbM6BesRrwqHw3n27Blu5yjFacKXtfHx8dgqopaFOLXVqocPH9rb26stFeDKYjjWrFmDIAjWb2NjI5PJnDp1KnYnpkAmk/3ud7+zs7Ozt7dXLKvoyihPMykpCUEQBEEoFIqPj09BQYF+aahy4MCB/Px8LpdrqAYxEAQ5fvx4UVER+vPaSW5u7q5du7RsRKdgPeJxXLt2LSEhYerUqXq3oB69ZW30mVMqlWq4XlKmv7+/oaHh7Nmzjx8/7u/vDw0NraioUPx2//79V65cwR3y+vXrDz74gMViicXi4Zq1t7dXbH/11Vf19fW4gMrKyvXr1w8MDLx8+RK7NtOD0Z+mm5tbd3e3QCD46quvHBwczp07p3qsHjOnQVCdOc0JYs2cuGIXrhSGC75169akSZNsbW0fP37M5/PpdDqFQjly5EhUVJStrS2FQqFSqa6urtbW1sHBwQCA4VrDCnG4KhwAoKOjY968edbW1pMnT7a1tcVVq4RCYUhICIlEyszMVD0RXKULAKBNvQ6X4ZQpU+7evfvDDz+4uLj86U9/AgCM/2kqDmcwGGvWrDl48OBoHsWGjCcGFieu2IUrheGC//nPf2ZlZfX19c2ePdvZ2bmnp+fBgwfl5eX79u2LjIwUiUSxsbHp6ekCgeDFixcSiWS41rArRlwVDgBw69at+fPn9/b2+vn5dXR0YMGKalVBQYGPj8+rV6/++Mc/anNq2tTrcBnOnDkzPz8/OTk5JCSkoaEBADD+p4nL0MfHR+0DNCiKDhmDN2/eSKVSo3Q9DijunvRjzE0MilJYeXk57lfbtm1LSUkpLi4+ffr0Dz/8sGHDhra2Nmz2oFAoJBLJ3d3d1tbWzs6OyWTiCmuqrf3/81GqwgUHB//3f/93cXFxUFCQj48P+Hm16tmzZ++++661tbXeTg4URd+8eWNpaQkAkEgk2HticRmGhoaGhobevn37gw8++OabbyorK8f5NHE0NzdPmTJFdb9QKFy7dq1+4zAanj9/fuPGDUdHx/Hvehzo6+tzdXXV+3ADi1O12KUohXl4eOCC3dzcLl269Nlnn3355ZfNzc1ZWVkzZszYvXu3hvY1tKZKX1/fli1bUlNTsR95PN7f/va3jIwMTI1OTk6VlZUBAQHNzc1z5szR42Td3NxOnjy5cePGrq6uL774YvXq1V1dXcoZXrp0yd7ePjAwkMlkYhW/s2fPjvNpYsjlcqlU+uDBg4MHDx4+fFi1EUdHxwsXLuh2/oYA+jk1offdqtoFIVyxC1cKwwXv27dvwoQJLi4udXV1p0+fJpPJixcvtrGxmTx5MoVCuXDhgoODg7u7+xdffGFpaZmWloZrDau/HTlyBNsAAChX4VAU/eabb7CqsY2Nzccff4yrVr148cLX19fW1nbWrFkLFy7E5aZaFlOt1929e3fOnDk2NjZOTk5nzpxBURSX4b1799hs9oQJE9zd3cvKylAUHf/T3LlzJ5lMtrCwsLKymjVr1qeffqr2XxMuCI0FhK5zGqQUpndr58+f/8c//iGTye7evRsSEmKoNDRgkPM1ymlCcY4FhBZncHAwlUqtqqpCUVTVQNTd3a1Tj8qtacO1a9ecnJxsbGzmzJlTU1OjIXL0uemXoUEa0f40NaCHOOVyeW5u7ijD1IpTLBZ/8skncrk8Ly/PxsaGwWDk5OTgYqqqqhwdHSkUSkxMzNDQ0P/+7/+yWCwqlRobGzs0NKTaka7xPT09ERERWCFNbfBnn322devW4uJiFEUvX7789ddfqzZCaHFCTAU9xFlfX5+WljbKMLVPCMXGxirfBLW1tU2aNEkulyuHXbhw4f79+69evVq8ePHNmzeHK2LrF4+rcqsGl5aWzp8/Pz8/38/P79q1ayiKJiUlwSeEIOOEWCwODQ2l0WghISEikQhXwQYAYI5NBEE0uDoVYfHx8Vq6OrX0c8bExPj5+UkkErlc7urqOlx1V7946OeEEJqCggJ/f/+Ojg7soT9cBRv85NisqqrS4OpUhJ07d05LV6f2fs6SkhImk+nr68tms7E9w1V39YvHAf2cEKLA4/GCgoJoNFpERERLS4uGSMO6OrX3c65fv76np4dKpWJTlobqrn7xykA/J4RAsNlsLpc7MDBQUVHBZrNVK9jgJ8emZlcn0NHYqaWfMycnp7Oz09ra2tLSUigUqlouRxmvDPRzQoyJ6oKQSCQKCQmhUCjYPSeugo2iKObYdHV11eDqVISFhoaqfXxfbz9ncXExnU4nkUhBQUFtbW246q6qn1OneOjnhBAIveucoyztQj+nBuBlLWRUGNzVCf2cCuDb+yGj4tatWwZvk06nczgc3E6d3Oq6Wtv1tsJjrFixYjSHDwecOSEQgjKqmXNoaOjVq1eGSgViRGQymVH+KQcHB3/88Udz/V/0448/juZw/b/PyePx4Pf/CMXr169FIpGLi4sexwqFQsNXArSgv7/f2tra2tp6/LseH1asWPHuu+/qd6z+4oQQjcePH1+4cOHjjz82diIQwwDvOSEQggLFCYEQFChOCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKDZ2hwoKSmpqanp7e3l8/mzZs2iUChZWVnYJ7chpgt8+5450NvbW1RUhL1V/c6dO7Nnz4bKNAPgZa05sG7dOhaLhW1bWVn94Q9/MG4+EIMAxWkOODg4KN7rxWKx3nvvPePmAzEIUJxmwtatW7GPc7m7u9PpdGOnAzEAUJxmQmxsrKOjI4lE2rp1q7FzgRgGuCBkJlAoFA8Pj6GhoejoaGPnAjEMBBXn3bt3eTyesbMgFljRC/f1dWV8fHyEQuHFixfHomsN/Zo6FhYWCQkJxs5CDQStc7777rsrVqywsbExdiIE4v79+0KhMCwsbLgAmUzW3Nw8Y8YMw/b75s2bnJyc0XyEi+BkZWV9/fXXxs5CDQSdOQEA0dHRVCrV2FkQCAqF0traGhsbO879ymSy8+fPj3+/48Zf//pXY6egHrggBIEQFChOCISgQHGaA3w+PyoqSo8DURTNy8vTr9Oenp7MzMy8vDwSieTo6Jibm4sL4HK5TCaTSqXGxsZKJBIAwM2bNydPnkyj0eLi4rA9GuI1B2P09vYuXbq0p6dHbeOFhYWJiYmff/45AODKlSt1dXX6namxgOI0B5ydna9evarHgQ0NDd3d3XociKLo5s2bt2zZwuFwBgcH6+vrDx06hFtcFAgEFRUVHR0dXV1dd+/exfZUVlZ2dnaKxeLq6mpcm7h4zcEAgIGBAQ6H8/DhQ8XhyvFlZWUFBQWzZ88+duzY9evXo6OjT58+3dzcrMfJGgsoTnNg9+7d/v7+AIC4uLglS5Z4eno6Ozvz+fzo6Gg3NzcqlRoQECAQCBYtWpSamlpfX29ra8vlcgEAW7duTU9Pj4+Pnz9/vk49VldXs1gsOzs7AIBcLhcIBNbW1rhyS0xMjJ+fn0Qikcvlrq6uAID4+HgfHx8qlUqj0SZNmoRrExevORgAQCaTS0pK3N3dsR9x8TKZbMGCBRs3blywYMHQ0BDWfk5Ojk6naVygOM2BjIwMbCMlJcXDw+PJkydBQUGPHj3icDjLli0TCoUBAQFFRUX79u0DAPj4+GzcuBGL37NnT1pa2rlz53S95KutrfXy8sK2z58/HxYWduTIEdWwkpISJpPp6+vLZrMVO1taWuzs7Hx9fbWJ1xCsFkV8ZGRkbW2ttbV1TU3N8uXLAQBeXl61tbU6naZxgeI0QyZMmMBms+VyOQCARqORSKTQ0NCXL18asAuhUIg9ygsAYDAYN27ciIuLUw1bv359T08PlUpVTFmdnZ0nTpw4deqU2mZx8ZqDVVGOT09PX7t27eDgYEJCQnZ2NgCATCYLhUIdT9SYQHGaOTKZTCKRXL9+fdp9yNyWAAAgAElEQVS0aQiC8Hi8oaGh/v5+RYBYLMaMoDrBYDAGBwex7bCwMLUzW05OTmdnp7W1taWlJaYKHo9XWFiYkZFBIpFGjNccrAou/vXr1w0NDXfu3GloaMDOd3BwkMFg6HqmxgQlJGvWrOnv7zd2FsTiH//4x6effqr2V/Hx8RYWFpmZmTExMTQa7fbt2w4ODsHBwVVVVTY2NlZWVmFhYb29va2trSwWy8XFxdvbOzw8HEXRp0+fMhiM0NDQefPmDdevVCqNjo7G7eRyuRwOB9vOzMzMzMxEUbS0tDQiIkIRU1xcTKfTSSRSUFBQW1sbiqLJycmK/3hZWVma4zUHoyja1dXl6+uLIMiUKVOuX7+Oi+/u7k5MTAwPD09KShIKhSiK3rlzZ8eOHaonGBkZqWncjQcUp8mgQZzDUVVVtWvXrlH2q1accrk8ISGhr69PeWdnZ2dUVJT2LesUr2vjqnA4nGfPnqnuJ6w4fxGXtWorZg8fPrS3t1dbgVAt0KkGLFy40NbWlkajzZs3b/T5JCUlIQiCIAiFQvHx8SkoKNC1TbUcOHAgPz8fW5g1LAiCHD9+vKioCFUqn+Tm5ur0CK5O8bo2juPatWsJCQlTp07VuwUjYOy/Duox7Mx59uzZx48f9/f3h4aGVlRUKPbv37//ypUrqvEXLly4f//+q1evFi9efPPmTdxvnz9/7uDgcPHixb6+PoFAsHPnTrlcPvp83Nzcuru7BQLBV1995eDgcO7cOdxResycBkHtzGlOwJlztLx69Wr58uVkMpnJZAoEgtDQUBqNFhISIhKJgEp9b9KkSUwms6OjY8eOHY6OjrgKmFAoDAkJIZFImZmZavvCFdza29uVy4AXL16MjY195513aDQag8HIzs5GEEQsFiunpFM+yl0zGIw1a9YcPHiwsLBwTMcTQnyI60rBcerUKTabffny5e+++66wsNDf3//q1atpaWkFBQWpqakpKSklJSU3btz44IMPHj16VFxcfP78+cmTJ69fvz4oKAhrQVEBO3TokI+PT3l5+YEDB4brrqSkZMOGDYmJiWw229LSUrkM2Nraqly1wygoKFBOSad8VHv38fEpLi5W3V9TUzP+r9WTy+Wtra1m/MeCsPUVkxHns2fPVq1aRSKR5s6dW1BQEBUVRaPRIiIiysrKFDGK+t6KFSs++uij58+fl5aW/vnPfwY/r4A9e/bs3Xfftba2njBh2NNfv37922+/nZ6ermpldHZ2bmpqwsXzeDzVlLTMR5Xm5uYpU6ao7h/uWZkx5c2bN1ZWVuPf77ih4b+BcSFoWqqw2eyrV68uXrwYRVEXFxculxsYGFhRUaE6iQEAEATZuXNncnJyZGSkhYUFj8f729/+lpGRgf0zODk5VVZWBgQENDc3z5kzR/XwnJyc9957z97eXlGgUyY2NtbPzy80NHTlypUAgFOnTsXGxrLZbA0pac5HgVwul0qlDx48OHjw4OHDh1UT8/b2XrVqlS7DZgBkMtlf//rX8e933CDuRYGxb3rVo7ogJBQKIyIiyGTyb37zmxcvXoSEhFAoFOwGD0VRXH0PRVGZTBYQEDAwMICqlNdevHjh6+tra2s7a9ashQsXqvaOK7jx+XxcGfDOnTuLFi3CHr6ZPXu2SCQSiUTKKemUD4qiO3fuJJPJFhYWVlZWs2bNUrvwAxeExgjCLggR9zUlhYWF8E0Iyly7dq21tXX8Xxgtk8ni4uIuX748zv2OG6tWrSotLTV2FmowmdXaMUIgECA/RyAQGDspg4FqZ9fUMmw4dDV2jmjU1DX+5MmTLBaLyWTeu3dPsbO9vd3DwwOYppMT45cuTkdHR9y1hKOjo7GTMhha2jX1dnUCvYydIxo1dYpvamrKz8+/f/9+WVkZVlcDAEil0ry8PCwNU3RyYvzSxWnq4OqrOMcmZtdMTk7WbOxUhOEqutqgh7FzRKOmTvHl5eWbNm1ydnYOCAjAlugAADk5OSkpKYr1NpNzcmJAcZo2WH21o6MDe+gP59jE7Jq5ubmajZ2KMCcnp3Ezdmo2amof397enp2dTaVS3d3dMbvmpUuXwsLClGVsck5ODChO04bH4wUFBWH11ZaWFg2RhDJ2jmjU1D7ewcEhKSlJJBLt37//2LFjAIDDhw/PnTsXQZCmpiZPT09ggk5ODChO0warrw4MDGD1VVXHpsKuqdnYqZ+rE+hl7BzRqKlTfGBgYE1NjVQqlUqlNBoNAFBXV4ctH8ycObOxsRGYopMTYxzLNjoALWOqqK1z4uqrOMcmZtdct26dZmOnIky1oouOVOfUw9ipWuYdpbEzNTWVTqd7e3s3NjYq7585cya2MZyTE4OwdU4oTpNhNA8hjMbYqVmcJmHsHM7JiUFYccLL2l8Ev2Rjp0k6OQEAJvRsLWQ03Lp1a+wap9PpHA5HeY/ibYBaolO8ro2vWLFCp3jiAGdOCISgEHfmLCgosLa2NnYWBKKxsbG3t1e/NdXRIJfL29raTpw4Mc79jhuaS1BGhKAPvj9+/Li9vd3YWZgYPB7v9u3bH3zwgbETMTEQBAkPDzd2Fmog6Mw5e/bs2bNnGzsLE+Px48d8Pj8iIsLYiUAMA7znhEAIChQnBEJQoDghEIICxQmBEBQoTgiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBIeibECA6kZycXFZWZmlpKZFIsPevP3nyZPw/UA8xLHDmNAeWLl0qFAp/+OGHlpaWxsbGGTNmQGWaAVCc5kBYWJiDgwO2bW9vj3tRJcREgeI0BywtLf/rv/4L23ZwcAgMDDRuPhCDAMVpJnA4HOxbPYsWLYLXtOYBXBAyE1AUnT59em9v7z//+U9dP4ALISZw5jQTEAQJDQ21traGyjQb8DPnjh07nj9/bqRkIKPi1atXra2ts2bNGud+xWKxnZ3d+F9LDwwMyOVyKpU6zv2OEW/evCkuLmaxWIo9+JdKP3/+vLS0dHyzghgMgUDg6Og4zp3+4Q9/2L9/v5OT0zj3e/ny5VevXq1fv36c+x0jduzYMTAwoLwHXtaaFeOvTMjYAcUJgRAUKE7IGMLn86OionQ9CkXRvLw8vTvt6enJzMzMy8sjkUiOjo65ubm4AC6Xy2QyqVRqbGysRCK5efPm5MmTaTRaXFycRCJRbVDX+JMnT7JYLCaTee/ePcXO9vZ2Dw8PAMCVK1fq6uq0OREoTsgY4uzsfPXqVV2Pamho6O7u1q9HFEU3b968ZcsWDoczODhYX19/6NAh3KqnQCCoqKjo6Ojo6uq6e/euQCCorKzs7OwUi8XV1dWqbeoU39TUlJ+ff//+/bKyMpFIhO2USqV5eXlYGtHR0adPn25ubh7xXKA4IWPI7t27/f39AQBxcXFLlizx9PR0dnbm8/nR0dFubm5UKjUgIEAgECxatCg1NbW+vt7W1pbL5W7dujU9PT05Obm9vV3XylB1dTWLxbKzswMAyOVygUBgbW2NIIhyTExMjJ+fn0Qikcvlrq6u8fHxPj4+VCqVRqNNmjRJtU2d4svLyzdt2uTs7BwQELBy5UpsZ05OTkpKyoQJExQN5uTkjHguUJyQMUTxifiUlBQPD48nT54EBQU9evSIw+EsW7ZMKBQGBAQUFRXt27cPAODj47Nx40YAwJ49e9LS0nJzc52cnLS8AlRQW1vr5eWFbZ8/fz4sLOzIkSOqYSUlJUwm09fXl81mY3taWlrs7Ox8fX3VNqt9fHt7e3Z2NpVKdXd3r62tBQBcunQpLCxMWcZeXl7YrzQDxQkZPyZMmMBms+VyOQCARqORSKTQ0NCXL18asAuhUIiZ5gAADAbjxo0bcXFxqmHr16/v6emhUqnYDNbZ2XnixIlTp04N16z28Q4ODklJSSKRaP/+/ceOHQMAHD58eO7cuQiCNDU1eXp6AgDIZLJQKBzxXKA4IcZBJpNJJJLr169PmzYNQRAejzc0NNTf34/9ViwWy2QyPZplMBiDg4PYdlhYmNqZMCcnp7Oz09ra2tLSUigU8ni8wsLCjIwMEomktk2d4gMDA2tqaqRSqVQqpdFoAIC6ujoURVEUnTlzZmNjIwBgcHAQexB6BNCfExkZiUIgurB58+a2tja1v4qPj7ewsMjMzIyJiaHRaLdv33ZwcAgODq6qqrKxsbGysgoLC+vt7W1tbWWxWC4uLt7e3uHh4U+fPmUwGOvWrePz+fPmzRuu30uXLn3++ee4nVwul8PhYNuZmZmZmZkoipaWlkZERChiiouL6XQ6iUQKCgpqa2tLTk5WyCErKwsXrEd8amoqnU739vZubGxU3j9z5kxs486dOzt27MBlvn37dh6Pp7wHihMyWjSIcziqqqp27do1yn7VilMulyckJPT19Snv7OzsjIqK0rJZnYL1iEdRlMPhPHv2DLdTVZwjX9a6uroePHhwuFlXtR61YMGCLVu2jDxlG4L4+HhsMXDEehqWqn5lNwWKUhWOpKQkBEEQBCGRSHPnzv3mm2/U9o7biRsorJGkpCQAQENDg6Oj4/Tp0/VOFQMbHy0HB+hbltSDAwcO5Ofnc7lcg7eMIMjx48eLiopQpfJJbm7url27tGxBp2A94q9du5aQkDB16tSRQ3HyVZ05L1y4kJGRofYPQH19fVpaGm7nv//97y1btujwZ2QUSKVSDZc9yqhNVSckEsmePXumTZum9rdubm7d3d0//vhjSkrK7373O216Vx0ob29vBEH+9a9/oSj617/+9fvvvx9NwqjW4zPKwdFj5jQIamdO00WfmRMA8Mknn9jY2CxYsKC9vZ3P59PpdAqFcuTIEUU96tWrV8uXLyeTyUwm882bN99//72Xl5eTk9OLFy9UW8OVvMRicWhoKI1GCwkJEYlEq1evDg4OnjdvnoODg62tLYVCoVKprq6u1tbWwcHBAADlBBRtYvW0Xbt2YTPYr3/9a1wkliqCINhMi+sUl5LaQVAuVWmovw0NDWEvJdBjoFatWrVs2bJNmzYpnjsZbnCqq6ujoqJUx0fD4AAAlMdHbXpYpB6DAxkLtBLnli1bXr16FRAQUFBQ4Ozs3NPT8+DBg/LyckU96tSpU2w2WywW37hxw8LCwtPT88mTJ0uXLn348KFqa7iSV0FBgb+/f0dHh4+PT0FBwd69e52cnC5evLhv377IyEiRSBQbG5ueni4QCF68eCGRSJQTULSJ1dOys7NRFN24ceP//M//AABUU5VKpVg8rlNcSqo540pVautv2BNeFRUV2J8GPQYKQZAzZ8709fUdPnxYbZ6KwQEAqB0fJpM53ODgxkdtelikroMDGSPwljG10Gg0GxubsLCwa9euVVZWbtiwoa2tDZvHMJ49e7Zq1SrsjqumpgYAYGlp6ebmhlW01Hf8U8mLx+NFRUXRaLSIiIiysjIAgJ2dHZvNDgwM/P7770kkkru7u62trZ2dHZPJlMvlahNQkJ+fz2KxYmJiAAAaIlU7BT+vwuE4fPiw4k7S09MTWxDH0d3dbW9vX19fv3z58oaGhvv37+sxUAwG4+zZs+Hh4cnJyf7+/sMNDpvN/uabbygUCm58bty4kZiYONzgKI+PAQdHJBJ98MEHw9Uhxo729na5XH758uVx7neM4PP5KSkpynu0EqdMJhsaGiorK/P09Dx79mxWVtaMGTN2794NfqpHsdnsq1evLl68GEVRxeykJWw2m8vlBgYGVlRUKB6/0AAuAWXu3btXUVFx8eLF8vJyLy8vtanq16linhxOmQAAuVxuaWlpaWk5MDAglUr1HqiFCxd+9NFHH3744dq1aw04OLjxyc7ONtTgTJw48ejRo9DPOUp27NiB34W7K1VdEOJyuSwWy9raOiIiore39/Tp02QyefHixTY2Nl9++SVWjxIKhREREWQy+Te/+U1ISAiNRvvXv/41ceLEhQsXqt744kpeIpEoJCSEQqFgdzirVq0ik8kVFRWrV6+mUCgXLlxwcHBwd3f/4osvLC0t09LSlBNwd3e3sLA4cuQIVk9TPq+enh7VVAEAWNkN1ykuJQ137VipCld/27ZtG9aphYWFi4sL9oizrgO1bds2GxubwsJCFEXlcvnKlSu///774QYHRVG14zNlyhRFpzU1NYphwc46PDxcMT5Hjx5VTQ+L37t3r06DAxeEDAKsc0IMDxSnQdBztVZvBAIB8nMEAsGY9jh6TDFnkwPVzrGpZRgO6OfUCkdHR9yfB+K/R8MUczY5tHRs6mHsRKGfEwLRAK5SCgBQ69hEEETZ1TlcWHx8vPauTujnhEA0gauUAgDUOjarqqqUXZ3DhZ07d057Vyf0c0IgmuDxeEFBQViltKWlRUOkwV2d0M8JgWgCq5QODAwoKqXDOTaVXZ0awrTvGvo5IZD/oFpKwZVnURRV69h0dXVVdnUOFxYaGqr28X3o54RARkDvOucoXZ3QzwmBjBVj4eo0Jz+nVs/WQiBjwa1bt8aiWTqdjvu2t8KXow06BesRv2LFCi0j4cwJgRAUKE4IhKDgv8+5cuVKnL0DYipIpdLBwUFbW9tx7retrW3SpEmKx1/GjVevXsnlcjqdPs79jhHPnz+/du3alClTFHvgZ+fNh8ePH1+4cOHjjz82diIQwwAnSQiEoEBxQiAEBYoTAiEoUJwQCEGB4oRACAoUJwRCUKA4IRCCAsUJgRAUKE4IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFPiCL3Pg6dOnvb29P/zwQ3t7+7fffgsA8PPzg2+0MHXgmxDMgV27dhUUFFhZWWE/UqnUFy9eGDclyOiBf1zNgS1btlAoFJFIJBKJxGJxfHy8sTOCGAAoTnNg+vTpEydOxLZZLNYf/vAH4+YDMQhQnGZCfHy8paUlAMDR0XH69OnGTgdiAKA4zYRNmzaxWCxLS8s1a9YYOxeIYYALQuaDn59fe3v7w4cPJ0+ebOxcIAbAtEspPT09UqnU2FkQhdjY2C+//NLS0rK7u9vYuRAFBoNhuiUl0545f/vb386YMcPYWRie7777burUqcN9y3U4hoaGWltbsa/Q6kdXV5dEInFxcdG7BULx9ddfX7lyxXTvwE175nRwcCgqKjJ2FoYnKSkpNTVV+c38WoKiKIIgevdbWlra1dX1+9//Xu8WCEVKSoqxUxgVpjrjQ9QyGmVCiAYUJwRCUKA4TQw+nx8VFaXrUSiK5uXl6d1pT09PZmZmXl4eiURydHTMzc3FBXC5XCaTSaVSY2NjJRLJzZs3J0+eTKPR4uLiJBKJaoO6xp88eZLFYjGZzHv37il2tre3e3h4AACuXLlSV1en99kRFihOE8PZ2fnq1au6HtXQ0KD3Ei6Kops3b96yZQuHwxkcHKyvrz906BBuHVEgEFRUVHR0dHR1dd29e1cgEFRWVnZ2dorF4urqatU2dYpvamrKz8+/f/9+WVmZSCTCdkql0ry8PCyN6Ojo06dPNzc363eChAWK08TYvXu3v78/ACAuLm7JkiWenp7Ozs58Pj86OtrNzY1KpQYEBAgEgkWLFqWmptbX19va2nK53K1bt6anpycnJ7e3t8+fP1+nHqurq1kslp2dHQBALpcLBAJra2vczW1MTIyfn59EIpHL5a6urvHx8T4+PlQqlUajTZo0SbVNneLLy8s3bdrk7OwcEBCwcuVKbGdOTk5KSorio6AxMTE5OTk6nRfxgeI0MTIyMrCNlJQUDw+PJ0+eBAUFPXr0iMPhLFu2TCgUBgQEFBUV7du3DwDg4+OzceNGAMCePXvS0tJyc3OdnJx0vQKsra318vLCts+fPx8WFnbkyBHVsJKSEiaT6evry2azsT0tLS12dna+vr5qm9U+vr29PTs7m0qluru719bWAgAuXboUFhamLGMvLy/sV+YEFKdpM2HCBDabLZfLAQA0Go1EIoWGhr58+dKAXQiFQjKZjG0zGIwbN27ExcWphq1fv76np4dKpWIzWGdn54kTJ06dOjVcs9rHOzg4JCUliUSi/fv3Hzt2DABw+PDhuXPnIgjS1NTk6ekJACCTyUKh0BCnSyCgOM0HmUwmkUiuX78+bdo0BEF4PN7Q0FB/fz/2W7FYLJPJ9GiWwWAMDg5i22FhYWpnwpycnM7OTmtra0tLS6FQyOPxCgsLMzIyhnuOQqf4wMDAmpoaqVQqlUppNBoAoK6uDkVRFEVnzpzZ2NgIABgcHGQwGHqcHaFBTZnIyEhjpzAmJCYmvnjxQu2v4uPjLSwsMjMzY2JiaDTa7du3HRwcgoODq6qqbGxsrKyswsLCent7W1tbWSyWi4uLt7d3eHj406dPGQzGunXr+Hz+vHnzhuv373//+2effYbbyeVyORwOtp2ZmZmZmYmiaGlpaUREhCKmuLiYTqeTSKSgoKC2trbk5GTFf7CsrCxd43HBKIqmpqbS6XRvb+/Gxkbl/TNnzsQ27ty5s2PHDlzmf/zjH3/44YfhTpb4QHESEQ3iHI6qqqpdu3aNsl+14pTL5QkJCX19fco7Ozs7o6KitG9Zp3hdG0dRlMPhPHv2DLfT1MX5C72sjY+Px9Y8tUFRT8ORlJSEIAiCILa2tkuXLlW958ECpk+f3tfXh+1Zs2YNgiBYobKxsZHJZE6dOhW7YxwlBw4cyM/P53K5o28KB4Igx48fLyoqQpXKJ7m5ubt27dK+EZ3idW382rVrCQkJU6dO1f4Q08DYfx1Ghd4zp1Qq1XB1p4xEItmzZ8+0adPU/tbNza27u7u3tzcuLu7IkSPDBSjvsbe3V2x/9dVX9fX1qkfpMXMaBLUzp+kCZ05isXr16uDg4Hnz5l26dOmtt96ys7PTUP7CFQPVxijX04YrElpYWKAoiq1VCASCEfuFQLTBtF0pquzdu/fo0aPFxcVJSUnLly+/fv364sWLk5OT1T4Rvm/fPi6XqygGqoKrp6ktEjKZTADAihUr3n//fQBAUVGRcr/6nYVcLm9ra9Pv2NEgEAjEYrFhKzFG5PXr18ZOYVSYmzgBAHZ2dmw2m81m79u3D6vFC4VCR0dHPZo6fPjwN998g217enpiq/Y4uru7z5w5U11dbWNjAwB48eLFyZMnFf2qxqMo+ubNG+x9PxKJRK0VuL+//+TJk9hUPJ48f/58aGjo+fPn49zvGPHdd98ZO4VRYYbixHBxccnIyNi5c+fAwIC9vb3aGNViIA7FPDmcMjE4HM6ZM2f27t37ySefDNdvf3//559/vn37djc3t5MnT27cuLGrq+uLL75YvXq1aoN2dnb6+TlHCfRzEgpzu+c8dOjQmTNnKisrN2zYUFpa6uDg8OGHH6qGrV279sGDBxUVFdXV1dOnT6+trT106NCIjbe1tSmv8X744YctLS1vvfXW0NDQp59+mpWVtWfPHuV+t2/f3tLSwmQysRVd7BmA/Pz84uLiiRMnLly48P333x/uDwcE8gtdrSU4cLXWIMDVWqIjEAiQnyMQCPQOIyyodo5NLcNwQD+nUTB/cTo6OuL+IKldHNIyjLBo6djUw9iJQj+nkTB/cZoHYrE4NDSURqOFhIRg/0HVOjYRBFF2dQ4XFh8fr72rE/o5jQUUp2lQUFDg7+/f0dHh4+NTUFAAAFDr2KyqqlJ2dQ4Xdu7cOe2vA6Gf01hAcZoGPB4vKCiIRqNFRES0tLRoiDS4qxP6OY0FFKdpwGazuVzuwMBARUUFNtUM59hUdnVqCNO+a+jnNBpjvBo8tvxySikikSgkJIRCoWD3nCiKqnVsurq6Krs6hwsLDQ1V+9w/9HMSCihOIqJ3nXOUrk7o5yQU8LLWrBgLVyf0cxoLs3229pfJrVu3xqJZOp3O4XCU9yheAqglOsXr2viKFSt0ijcV4MwJgRAU054537x58/TpU2NnYXh6e3sx99Y499ve3i4UCs1mSHt6eoydwqgw7e9z/uUvf2ltbTV2Foanr6+PQqFgnk/twV669+tf/1rvfoeGhuRyuaKqaQakpaWZbonFtMUJUebx48cXLlz4+OOPjZ0IxDDAe04IhKBAcUIgBAWKEwIhKFCcEAhBgeKEQAgKFCcEQlCgOCEQggLFCYEQFChOCISgQHFCIAQFihMCIShQnBAIQYHihEAIChQnBEJQoDghEIICxQmBEBRotjYHjh49WlFRMTAwIBaLf/WrX9Hp9NOnT+v6IgUI0TDtdwhBMGxsbCorK7GP5z148MDf3x8q0wyAl7XmwLvvvstisbBtEomUlJRk3HwgBgGK0xyws7Nzc3PDth0dHWNiYoybD8QgQHGaCdu2baNSqQCAGTNmYF/7gZg6UJxmwurVqxkMBpVK3b59u7FzgRgGKE4zgUQi/frXv6ZSqcuXLzd2LhDDQMTV2r///e/Pnj0zdhamwcDAgOId0FOmTOHz+cePHx+HfiUSiaWlpTmtCXM4HKKdDhHrnKtWrUpJSTF2FqZBWlpaeno6ti2Xy5ubm6dPnz4O/V69etXZ2Xn+/Pnj0Nc4sH///hs3btjY2Bg7kZ9BxJkTABAUFGTsFEwDBoOhPFYhISHj029DQ8P06dPN5p+JyWQaOwU1wHtOCISgQHGaLXw+PyoqStejUBTNy8vTr8eenh7so/RHjx4lkUiOjo65ubm4GC6Xy2QyqVRqbGysRCK5efPm5MmTaTRaXFwc9oTTKONPnjzJYrGYTOa9e/ewPe3t7R4eHtj2lStX6urq9Du78QeK02xxdna+evWqrkc1NDR0d3fr0R2Kops3b96yZQuCIDt27BgcHKyvrz906BBuUUMgEFRUVHR0dHR1dd29e1cgEFRWVnZ2dorF4urqatVmdYpvamrKz8+/f/9+WVmZSCQCAEil0ry8PEUO0dHRp0+fbm5u1uMExx8oTrNl9+7d/v7+AIC4uLglS5Z4eno6Ozvz+fzo6Gg3NzcqlRoQECAQCBYtWhAHH6IAAAhBSURBVJSamlpfX29ra8vlcrdu3Zqenp6cnNze3q7Tek91dTWLxbKzs8N+lMvlAoHA2toaQRDlsJiYGD8/P4lEIpfLXV1d4+PjfXx8qFQqjUabNGmSarM6xZeXl2/atMnZ2TkgIGDlypUAgJycnJSUlAkTJig3mJOTo/15GREoTrNF8fH2lJQUDw+PJ0+eBAUFPXr0iMPhLFu2TCgUBgQEFBUV7du3DwDg4+OzceNGAMCePXvS0tJyc3OdnJx0ugKsra318vJS/Hj+/PmwsLAjR46oRpaUlDCZTF9fXzabje1paWmxs7Pz9fVV27L28e3t7dnZ2VQq1d3dvba29tKlS2FhYTgNe3l51dbWan9eRgSK85fChAkT2Gy2XC4HANBoNBKJFBoa+vLlS0O1LxQKlb+6y2Awbty4ERcXpxq5fv36np4eKpWKzWCdnZ0nTpw4derUcC1rH+/g4JCUlCQSifbv33/s2LHDhw/PnTsXQZCmpiZPT08shkwmC4XCUZ7s+ADF+UtEJpNJJJLr169PmzYNQRAejzc0NNTf34/9ViwWy2QyXdtkMBiDg4OKH8PCwtTOhDk5OZ2dndbW1paWlkKhkMfjFRYWZmRkkEgktc3qFB8YGFhTUyOVSqVSKY1Gq6urQ1EURdGZM2c2NjZiMYODgybzrWuUeERGRho7BZNBw1jFx8dbWFhkZmbGxMTQaLTbt287ODgEBwdXVVXZ2NhYWVmFhYVhX6pnsVguLi7e3t7h4eFPnz5lMBjr1q3j8/nz5s0brvHjx4+Xl5cr7+FyuRwOR/FjZmYmtnJbWloaERGh2F9cXEyn00kkUlBQUFtbW3JysuK/YlZWFi5Yj/jU1FQ6ne7t7d3Y2KjYOXPmTMX2nTt3duzYgTudmJiYwcHB4U7WWEBxmjZ6jFVVVdWuXbtG2a+qOOVyeUJCQl9fHy6ys7MzKipKy2Z1CtYjHkVRDofz7Nkz3E5iitMcLmvRUZTmdG1EQxiXy124cKGtrS2NRps3b56uCeAqeElJSQiCIAhCoVB8fHwKCgp0bXA4Dhw4kJ+fz+VyDdUgBoIgx48fLyoqQn9eO8nNzd21a5eWjegUrEf8tWvXEhISpk6dqv0hRoSgj+/phN6lOT0aGS6spaXl7bff/uyzzyIiIoaGhrD6Hq6KoBmsgjd16tSoqKjq6uoTJ05cu3btm2++QRCksrIyMTGRTqerXV/RlVu3bo2+EbXQ6XQOh4PbqVg01gadgvWIX7FihU7xRsao87Z6VC/VWltb7e3tyWRydnb2W2+9tWfPnsePH9NotKqqKhRFFy1aBABYt27dkiVLqFRqcHCwUChUbVYkEikH4NrBGuFwOFFRUa6urhQKZcGCBd3d3cOFtbW1+fv7KxrPzs7evHmz5h5jY2NDQkJmzpz5q1/9qrW1lclkOjo6tre3b9++ncFgKI6Kiop6+PAhiqJubm7d3d3YzhMnToSFhWkzVuOD6mWtSQMva/XH2dm5p6fnwYMH5eXluLoc+Kk0N2vWLH9//46OjuEuAgsKCpQDhqvv6VcGbG1tVVThhusRV28sLi5etmzZ5MmT169fr0h4uAqej48P9sgL5JeDaVzWVlZWbtiwoa2tLTg4eLgYHo8XFRVFo9EiIiLKyspGDJgzZ85wTSnKgOXl5cNVxnE4Ozs3NTVpk5Ki3rhixYqPPvro+fPnpaWlf/7zn4HGCl5zc/OUKVNU9/f19R06dEibDA3L119//e23396/f3/8ux4L+Hy+sVNQg2mI8+zZs1lZWTNmzNi9e7dqXQ4AIBaLp0yZwuVyAwMDKyoqVCcxAACbzVYO0FDfU5QBPTw8hgtTfiIMABAbG+vn5xcaGoo9NXbq1KnY2Fhcj7h8EATZuXNncnJyZGSkhYUFj8f729/+lpGRodyyXC6XSqUPHjw4ePDg4cOHVU/KxsbGKL4tkUjk7Oy8YMGC8e96LFD7WK/xMfZ1tRpU76NOnz5NJpMXL15sY2Nz6dIl5bociqJYaS4yMjIkJIRCoYSEhIhEItVmRSKRcsBw9T29y4B37txZtGgRNuvOnj1bJBLhesTVG1EUlclkAQEBAwMDKIriKng7d+4kk8kWFhZWVlazZs369NNPtRyr8QHec44DpiHO8cQgZcBxA4rTIBBTnKaxIKQrAoEA+TkCgUDLY8eoDEgc0FFXdEcEM3bm5eVp6eoEKmVezfG6ukBNy8apwDzF6ejoiPsj5OjoqOWxt27d6u/vN5sXcKgyyoruiKA/GTs5HI6Wrk7wU5l3OKPmKF2gpmXjVGCe4vwlIxaLQ0NDaTQadqOLs2sCADDHJoIgGlydirD4+Hhd3+KlbOzU0tUJANBs1BylCxSYlI1TARSnuaG5nAt+KtVWVVVpKOcqws6dO6frBaGysVMnVyfQaOwcpQvUhGycCqA4zQ0ejxcUFIQVV1taWjREjoWrE/zc2Km9qxOMZOwcpQvUhGycCqA4zQ2suDowMDBcORf8VKrV7OoEhjB2aunqBABoNmqO0gUKTMvGqWDc14dHBlrGtEd1rDSXc9GfysKurq4ayrmKsNDQULWuTg2lFGVjp5auTlSlzGtYFyg6jI1TATFLKVCcpo3eYzXKcq4Gcao1do6pUVObYLU2TgXEFCe8rP2FMnblXLXGzjE1ao4YbFo2TgWm8WwtxOCMnasTqDN2jqlRc8RgE7Nx/gScOSEQggLFCYEQFIJe1u7fv9/YKZgG7e3tRhmr+vr6b7/99t///vf4dz0WfPfdd8ZOQQ1E/D5nc3NzT0+PsbOA/LLw8/PT6Z1P4wARxQmBQAC854RACMv/A8rWnj3i1EjrAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.keras.utils.plot_model(model, to_file='model.png', show_shapes=True,show_layer_names=True, dpi=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 917
    },
    "colab_type": "code",
    "id": "agXsdQ2JwjSK",
    "outputId": "d8f203c9-29d5-443b-9406-31e09ead009b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"autoencoder\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 32, 32, 3)]       0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 32, 32, 32)        896       \n",
      "_________________________________________________________________\n",
      "batch_normalization (BatchNo (None, 32, 32, 32)        128       \n",
      "_________________________________________________________________\n",
      "re_lu (ReLU)                 (None, 32, 32, 32)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 16, 16, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 16, 16, 64)        18496     \n",
      "_________________________________________________________________\n",
      "batch_normalization_1 (Batch (None, 16, 16, 64)        256       \n",
      "_________________________________________________________________\n",
      "re_lu_1 (ReLU)               (None, 16, 16, 64)        0         \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 8, 8, 64)          0         \n",
      "_________________________________________________________________\n",
      "retrieval (Conv2D)           (None, 8, 8, 128)         73856     \n",
      "_________________________________________________________________\n",
      "batch_normalization_2 (Batch (None, 8, 8, 128)         512       \n",
      "_________________________________________________________________\n",
      "re_lu_2 (ReLU)               (None, 8, 8, 128)         0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d (UpSampling2D) (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 16, 16, 128)       147584    \n",
      "_________________________________________________________________\n",
      "batch_normalization_3 (Batch (None, 16, 16, 128)       512       \n",
      "_________________________________________________________________\n",
      "re_lu_3 (ReLU)               (None, 16, 16, 128)       0         \n",
      "_________________________________________________________________\n",
      "up_sampling2d_1 (UpSampling2 (None, 32, 32, 128)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 32, 32, 64)        73792     \n",
      "_________________________________________________________________\n",
      "batch_normalization_4 (Batch (None, 32, 32, 64)        256       \n",
      "_________________________________________________________________\n",
      "re_lu_4 (ReLU)               (None, 32, 32, 64)        0         \n",
      "_________________________________________________________________\n",
      "auto_output (Conv2D)         (None, 32, 32, 3)         1731      \n",
      "=================================================================\n",
      "Total params: 318,019\n",
      "Trainable params: 317,187\n",
      "Non-trainable params: 832\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 377
    },
    "colab_type": "code",
    "id": "P6-J2knK9jyr",
    "outputId": "0a2eb8bd-89da-47db-9d56-1ffd220bf57e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1425/1425 [==============================] - 32s 22ms/step - loss: 0.0047 - val_loss: 0.0026\n",
      "Epoch 2/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0027 - val_loss: 0.0031\n",
      "Epoch 3/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0022 - val_loss: 0.0024\n",
      "Epoch 4/10\n",
      "1425/1425 [==============================] - 32s 22ms/step - loss: 0.0019 - val_loss: 0.0017\n",
      "Epoch 5/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0017 - val_loss: 0.0015\n",
      "Epoch 6/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0016 - val_loss: 0.0012\n",
      "Epoch 7/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0015 - val_loss: 0.0012\n",
      "Epoch 8/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0014 - val_loss: 0.0013\n",
      "Epoch 9/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0013 - val_loss: 0.0012\n",
      "Epoch 10/10\n",
      "1425/1425 [==============================] - 31s 22ms/step - loss: 0.0013 - val_loss: 0.0010\n"
     ]
    }
   ],
   "source": [
    "wandb.init(project=\"new_project\", name=\"auto_demo\")\n",
    "history = model.fit(\n",
    "    x=X_train,\n",
    "    y=X_train,\n",
    "    validation_split=0.2,\n",
    "    epochs=10,\n",
    "    callbacks=[WandbCallback()],\n",
    "    use_multiprocessing=True\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "colab_type": "code",
    "id": "hHFnfxVL_fZf",
    "outputId": "c81dbd44-449d-4547-fb30-c642da25a8ea"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 309
    },
    "colab_type": "code",
    "id": "dBpFcfGqMRIP",
    "outputId": "a1fba926-74c7-4b85-d5a6-1becdbf0fa52"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Images\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reconstruction of Test Images\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x288 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = model.predict(X_test)\n",
    "\n",
    "plt.figure(figsize=(20, 4))\n",
    "print(\"Test Images\")\n",
    "for i in range(10):\n",
    "    plt.subplot(2, 10, i+1)\n",
    "    plt.imshow(X_test[i])\n",
    "    curr_lbl = y_test[i]\n",
    "\n",
    "plt.show()    \n",
    "plt.figure(figsize=(20, 4))\n",
    "print(\"Reconstruction of Test Images\")\n",
    "for i in range(10):\n",
    "    plt.subplot(2, 10, i+1)\n",
    "    plt.imshow(pred[i])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "HfdQ_WAnMQra"
   },
   "outputs": [],
   "source": [
    "layer_name = 'retrieval'\n",
    "slice_model = tf.keras.Model(\n",
    "    inputs=model.input,\n",
    "    outputs=model.get_layer(layer_name).output\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "lMuxSsc5MQhz",
    "outputId": "a7abcffb-c807-4aea-b4f7-19af1fecee5e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000, 8, 8, 128)"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = slice_model.predict(X_train)\n",
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "OxHhqcIeMptr",
    "outputId": "90a02c35-47d7-4459-c7bd-5d08aa3b90de"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TensorShape([57000, 128])"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = tf.keras.layers.GlobalAveragePooling2D()(pred)\n",
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "7VUV74b1MqHZ",
    "outputId": "e1251d68-da5e-4df5-ff60-180d5dc7ff05"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000, 2)"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred_embedded = TSNE(n_components=2).fit_transform(pred)\n",
    "pred_embedded.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 266
    },
    "colab_type": "code",
    "id": "7G4OCPQiIvcf",
    "outputId": "6e27e909-5444-4907-b3ff-b07d1acb1dfb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['red','green','blue','purple','cyan', 'yellow', 'black', 'magenta','brown','orange']\n",
    "plt.scatter(pred_embedded[:,0],pred_embedded[:,1],c=y_train, cmap=matplotlib.colors.ListedColormap(colors))\n",
    "\n",
    "plt.savefig('t-sne.png')\n",
    "wandb.log({'t-sne': wandb.Image('t-sne.png')})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "mGn37n-UNGWC",
    "outputId": "b78910c4-110a-4780-9ec6-3f6c57427942"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57000,)"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = KMeans(n_clusters=10, random_state=0).fit(pred)\n",
    "classifier.labels_.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "V7qRBJdfNGmN",
    "outputId": "04c54d6f-7f9a-47c2-ee46-5a471cbc93ad"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.07494462531209724"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nmis = normalized_mutual_info_score(y_train.reshape(-1), classifier.labels_)\n",
    "nmis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "GawXzx09NGKx"
   },
   "outputs": [],
   "source": [
    "def rand_index_score(clusters, classes):\n",
    "    tp_plus_fp = comb(np.bincount(clusters), 2).sum()\n",
    "    tp_plus_fn = comb(np.bincount(classes), 2).sum()\n",
    "    A = np.c_[(clusters, classes)]\n",
    "    tp = sum(comb(np.bincount(A[A[:, 0] == i, 1]), 2).sum()\n",
    "             for i in set(clusters))\n",
    "    fp = tp_plus_fp - tp\n",
    "    fn = tp_plus_fn - tp\n",
    "    tn = comb(len(A), 2) - tp - fp - fn\n",
    "    return (tp + tn) / (tp + fp + fn + tn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 35
    },
    "colab_type": "code",
    "id": "mqh1lEByNZNL",
    "outputId": "89c46392-a7a0-41d1-f79a-c4f64a969dee"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.811208916869271"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ri = rand_index_score (y_train.reshape(-1), classifier.labels_)\n",
    "ri"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 144
    },
    "colab_type": "code",
    "id": "BNulCi78Vf3b",
    "outputId": "e22c7b7b-d16d-4169-e56c-4fda033b95f7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Take a random image from the test set\n",
    "idx = random.randint(0,X_test.shape[0])\n",
    "query = X_test[idx]\n",
    "label = y_test[idx]\n",
    "\n",
    "# Retrieve the embedding for the query image\n",
    "query_embed = slice_model.predict(query[np.newaxis,:,:,:])\n",
    "query_embed = tf.keras.layers.GlobalAveragePooling2D()(query_embed)\n",
    "\n",
    "# Predict the label from the clusters\n",
    "pred_label = classifier.predict(query_embed)\n",
    "\n",
    "# Retrive the train images of the particular cluster\n",
    "idx_cluster = classifier.labels_ == pred_label[0]\n",
    "\n",
    "image_cluster = X_train[idx_cluster]\n",
    "cluster = pred[idx_cluster]\n",
    "\n",
    "# Basic euclidean\n",
    "diff = cluster - query_embed\n",
    "diff_sq = np.square(diff)\n",
    "dis = np.sum(diff_sq, axis=1)\n",
    "\n",
    "# Top five images\n",
    "top_five_images = image_cluster[np.argsort(dis)[:5]]\n",
    "top_five_images.shape\n",
    "\n",
    "# For wandB\n",
    "# results = []\n",
    "\n",
    "# Plot the result\n",
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(1,6,1)\n",
    "plt.imshow(query)\n",
    "plt.title('QUERY')\n",
    "\n",
    "# results.append(query)\n",
    "\n",
    "for i in range(1,6):\n",
    "  plt.subplot(1,6,i+1)\n",
    "  # results.append(top_five_images[i-1])\n",
    "  plt.imshow(top_five_images[i-1])\n",
    "  plt.title('#{}'.format(i))\n",
    "\n",
    "\n",
    "# wandb.log({\n",
    "#     \"results\": [wandb.Image(image) for image in results]\n",
    "# })\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
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